{ "cells": [ { "cell_type": "markdown", "id": "cb7008af-972f-40eb-bf59-18be8a71c24c", "metadata": {}, "source": [ "## Benchmarking Hydrocarbon Isomerization Energies" ] }, { "cell_type": "markdown", "id": "7fe35b9c-069e-4d7a-b6cb-bd2fca8ca449", "metadata": {}, "source": [ "This benchmark aims to evaluate the accuracy of a range of machine learning potentials included in AMS, using the ISOC7 dataset from the paper: A.Karton and E.Semidalas, “Benchmarking Isomerization Energies for C5–C7 Hydrocarbons: The ISOC7 Database,” J. of Comp. Chem. 47(2) (2026): e70296, https://doi.org/10.1002/jcc.70296.\n", "\n", "The ISOC7 dataset contains a diverse range of hydrocarbons from simple alkanes to highly strained systems featuring tetrahedrane units, as well as alkanes, alkenes, alkynes, and cyclic compounds. It has reference data to CCSD(T)/CBS level of accuracy and therefore provides a good benchmark for evaluating the accuracy of ML potentials for small organic systems." ] }, { "cell_type": "markdown", "id": "aa1f99fb-5bd6-4b59-9a93-02a6fad14b80", "metadata": {}, "source": [ "### Extract Reference ISOC7 Database" ] }, { "cell_type": "markdown", "id": "e5015cab-0f9b-4968-bf08-703046cc2b36", "metadata": {}, "source": [ "We first extract the ISOC7 database:" ] }, { "cell_type": "code", "execution_count": 1, "id": "801a6164-3f74-4c63-8a47-d9e1f25bdbf5", "metadata": {}, "outputs": [], "source": [ "import os\n", "import tarfile\n", "from pathlib import Path\n", "\n", "isoc7_tar = Path(os.environ[\"AMSHOME\"]) / \"atomicdata\" / \"Benchmarks\" / \"ISOC7.tar.gz\"\n", "isoc7 = Path(\"./ISOC7\")\n", "\n", "if not isoc7.exists():\n", " with tarfile.open(isoc7_tar, \"r:gz\") as tar:\n", " tar.extractall(path=Path.cwd())" ] }, { "cell_type": "markdown", "id": "6b5e8299-c3d1-458a-82e9-47a3defaee7e", "metadata": {}, "source": [ "### Load XYZ Data" ] }, { "cell_type": "markdown", "id": "2f569978-f74d-44e0-b709-5c9733f03060", "metadata": {}, "source": [ "Then we load all the xyz files as PLAMS molecules:" ] }, { "cell_type": "code", "execution_count": 2, "id": "6f2ad8b8-91f1-4361-baac-3e9f9a87d957", "metadata": {}, "outputs": [], "source": [ "import scm.plams as plams\n", "\n", "molecules = plams.read_molecules(isoc7, formats=[\"xyz\"])" ] }, { "cell_type": "markdown", "id": "ac3882d1-6282-48e5-9836-d8b24c35fb02", "metadata": {}, "source": [ "We can see the number of loaded structures:" ] }, { "cell_type": "code", "execution_count": 3, "id": "5211f8cc-85a1-470a-b8c8-e9ba5919432b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of loaded structures: 1308\n" ] } ], "source": [ "print(f\"Number of loaded structures: {len(molecules)}\")" ] }, { "cell_type": "markdown", "id": "74cde16a-4bf9-43df-a8f3-38802ac60e02", "metadata": {}, "source": [ "And view a selection of them, with their corresponding unique id:" ] }, { "cell_type": "code", "execution_count": 4, "id": "32f1a0eb-f1d7-41da-b5c7-1f4d4b8b8530", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imgs = {\n", " k: plams.view(v, width=300, height=300, guess_bonds=True)\n", " for k, v in list(molecules.items())[:4]\n", "}\n", "\n", "plams.plot_image_grid(imgs, rows=1);" ] }, { "cell_type": "markdown", "id": "cc8f26bf-85ad-45b8-805f-310bb71c2029", "metadata": {}, "source": [ "### Load Reference Data" ] }, { "cell_type": "markdown", "id": "1f223413-e6e8-4bf9-ad5f-e74750cc3611", "metadata": {}, "source": [ "Next we load the reference CCSD(T)/CBS energies from the benchmark:" ] }, { "cell_type": "code", "execution_count": 5, "id": "04c1f585-fbb5-4ba2-b4a5-7c591276c6ae", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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reaction_namespecies1species2W1-F12_isomerization_energy (CCSD(T)/CBS, kcal/mol)
0ISO_1C5H6_20C5H6_191.439
1ISO_2C5H6_20C5H6_290.146
2ISO_3C5H6_20C5H6_369.361
3ISO_4C5H6_20C5H6_461.970
4ISO_5C5H6_20C5H6_556.739
...............
1292ISO_1293C7H14_60C7H14_558.228
1293ISO_1294C7H14_60C7H14_566.718
1294ISO_1295C7H14_60C7H14_575.015
1295ISO_1296C7H14_60C7H14_584.639
1296ISO_1297C7H14_60C7H14_594.495
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1297 rows × 4 columns

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" ], "text/plain": [ " reaction_name species1 species2 \\\n", "0 ISO_1 C5H6_20 C5H6_1 \n", "1 ISO_2 C5H6_20 C5H6_2 \n", "2 ISO_3 C5H6_20 C5H6_3 \n", "3 ISO_4 C5H6_20 C5H6_4 \n", "4 ISO_5 C5H6_20 C5H6_5 \n", "... ... ... ... \n", "1292 ISO_1293 C7H14_60 C7H14_55 \n", "1293 ISO_1294 C7H14_60 C7H14_56 \n", "1294 ISO_1295 C7H14_60 C7H14_57 \n", "1295 ISO_1296 C7H14_60 C7H14_58 \n", "1296 ISO_1297 C7H14_60 C7H14_59 \n", "\n", " W1-F12_isomerization_energy (CCSD(T)/CBS, kcal/mol) \n", "0 91.439 \n", "1 90.146 \n", "2 69.361 \n", "3 61.970 \n", "4 56.739 \n", "... ... \n", "1292 8.228 \n", "1293 6.718 \n", "1294 5.015 \n", "1295 4.639 \n", "1296 4.495 \n", "\n", "[1297 rows x 4 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "reference_data = pd.read_csv(\n", " isoc7 / \"ISOC7_W1-F12_Ref_Values.csv\",\n", " usecols=[\n", " \"reaction_name\",\n", " \"species1\",\n", " \"species2\",\n", " \"W1-F12_isomerization_energy (CCSD(T)/CBS, kcal/mol)\",\n", " ],\n", ")\n", "\n", "reference_data" ] }, { "cell_type": "markdown", "id": "4ba50fc5-8b1b-4f2a-9102-2214c4cf918d", "metadata": {}, "source": [ "### Set up Data Sets with ParAMS" ] }, { "cell_type": "markdown", "id": "a0ccbf5b-9c48-40d0-8acb-977b7c424c2d", "metadata": {}, "source": [ "To run our benchmark, we are going to user ParAMS. First we set up the JobCollection. This contains the information on the input structures." ] }, { "cell_type": "code", "execution_count": 6, "id": "f706b8a6-58f6-4f6e-88f7-27b7eb71eddd", "metadata": {}, "outputs": [], "source": [ "import scm.params as params\n", "\n", "results_importer = params.ResultsImporter(settings={\"units\": {\"energy\": \"kcal/mol\"}})" ] }, { "cell_type": "code", "execution_count": 7, "id": "adb255cd-eaba-4145-aa1d-0322ede77634", "metadata": {}, "outputs": [], "source": [ "for k, v in molecules.items():\n", " jce = params.JCEntry()\n", " jce.settings.input.AMS.Task = \"SinglePoint\"\n", " jce.molecule = v\n", " jce.metadata[\"Source\"] = \"https://doi.org/10.1002/jcc.70296\"\n", " results_importer.job_collection.add_entry(k, jce)" ] }, { "cell_type": "code", "execution_count": 8, "id": "653b3ed2-e1f6-473a-ba6d-9dca61869c67", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "---\n", "dtype: JobCollection\n", "version: '2026.102'\n", "---\n", "ID: 'C5H10_1'\n", "ReferenceEngineID: None\n", "AMSInput: |\n", " Task SinglePoint\n", " System\n", " Atoms\n", " C -2.0912640000 0.3020780000 0.0337330000\n", " H -1.8884470000 1.3092600000 -0.3363480000\n", " H -2.9862710000 -0.0691500000 -0.4691390000\n", " H -2.3168350000 0.3813300000 1.0998540000\n", " C -0.8950030000 -0.6171310000 -0.2050890000\n", " H -1.1307500000 -1.6274460000 0.1449640000\n", " H -0.7058150000 -0.7029420000 -1.2800580000\n", " C 0.3616680000 -0.1305570000 0.4747630000\n", " H 0.2826960000 -0.0502440000 1.5542310000\n", " C 1.7140390000 -0.5126740000 -0.0538700000\n", " H 1.7487570000 -1.1235900000 -0.9469660000\n", " H 2.5092940000 -0.7118750000 0.6517470000\n", " C 1.2230000000 0.9054910000 -0.1923400000\n", " H 1.6860140000 1.6700050000 0.4167400000\n", " H 0.9267080000 1.2414110000 -1.1782100000\n", " End\n", " End\n", "Source: https://doi.org/10.1002/jcc.70296\n", "...\n", "\n" ] } ], "source": [ "print(results_importer.job_collection.from_jobids([\"C5H10_1\"]))" ] }, { "cell_type": "markdown", "id": "16b85f6d-279b-4aeb-a347-1f1e8d85e4ae", "metadata": {}, "source": [ "Next we set up the dataset containing the information on each isomerization reaction and the reference energy:" ] }, { "cell_type": "code", "execution_count": 9, "id": "6f790c62-c95d-4b18-a0b7-abcb546f6514", "metadata": {}, "outputs": [], "source": [ "ha_to_kcal_mol = plams.Units.conversion_ratio(\"Ha\", \"kcal/mol\")\n", "\n", "for _, (s1, s2, ref_e) in reference_data[\n", " [\"species1\", \"species2\", \"W1-F12_isomerization_energy (CCSD(T)/CBS, kcal/mol)\"]\n", "].iterrows():\n", " results_importer.data_set.add_entry(\n", " f\"energy('{s2}')-energy('{s1}')\",\n", " reference=ref_e,\n", " unit=(\"kcal/mol\", ha_to_kcal_mol),\n", " metadata={\n", " \"Source\": \"https://doi.org/10.1002/jcc.70296\",\n", " \"reference_method\": \"CCSD(T)/CBS\",\n", " },\n", " )" ] }, { "cell_type": "code", "execution_count": 10, "id": "4c7f8a01-c11c-4913-a1ae-e970fd602dfc", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "---\n", "dtype: DataSet\n", "version: '2026.102'\n", "---\n", "Expression: energy('C5H6_1')-energy('C5H6_20')\n", "Weight: 1.0\n", "Sigma: 0.002\n", "ReferenceValue: 91.439\n", "Unit: kcal/mol, 627.5094737775374\n", "Source: https://doi.org/10.1002/jcc.70296\n", "reference_method: CCSD(T)/CBS\n", "...\n", "\n" ] } ], "source": [ "print(results_importer.data_set.from_jobids([\"C5H6_1\", \"C5H6_20\"]))" ] }, { "cell_type": "markdown", "id": "51ffa733-becc-4018-8076-3f82901061fa", "metadata": {}, "source": [ "We can also visualize one of these isomerization reactions, for example the first one with a high isomerization energy:" ] }, { "cell_type": "code", "execution_count": 11, "id": "93721e1d-cb6e-4914-92ca-5e041f2ac4e6", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imgs = {\n", " k: plams.view(molecules[k], width=300, height=300, guess_bonds=True)\n", " for k in [\"C5H6_20\", \"C5H6_1\"]\n", "}\n", "\n", "plams.plot_image_grid(imgs, rows=1);" ] }, { "cell_type": "markdown", "id": "036e9196-5f0f-4e1b-9c9f-8cb2f8eaeac0", "metadata": {}, "source": [ "Now we store the yaml files needed to run the ParAMS calculations:" ] }, { "cell_type": "code", "execution_count": 12, "id": "6988f32f-0911-4b0e-ae67-3f37fa70a6bc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['./isoc7_benchmark/job_collection.yaml',\n", " './isoc7_benchmark/results_importer_settings.yaml',\n", " './isoc7_benchmark/training_set.yaml']" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results_importer.store(\"./isoc7_benchmark\")" ] }, { "cell_type": "markdown", "id": "c115ccf1-7f00-4f7c-a045-b76922ccf7ae", "metadata": {}, "source": [ "Note that the dataset can also be viewed using the ParAMS GUI:" ] }, { "cell_type": "code", "execution_count": 13, "id": "06326ceb-425a-4e5d-8505-70b59356f867", "metadata": {}, "outputs": [], "source": [ "# !params -gui ./isoc7_benchmark/job_collection.yaml" ] }, { "cell_type": "markdown", "id": "e1236b15-45e1-4cce-b03a-2faaeb404ece", "metadata": {}, "source": [ "### Run Benchmarks with ParAMS" ] }, { "cell_type": "markdown", "id": "5433ff97-b798-409c-a0d4-7d50b764f639", "metadata": {}, "source": [ "Now we set up a benchmark job for each ML model of interest, and run them. We include all models suitable for small organic molecules, as well as some trained on materials/other domains for comparison." ] }, { "cell_type": "code", "execution_count": 14, "id": "b4f4cacd-73f1-4c4c-87ba-76e526641c88", "metadata": {}, "outputs": [], "source": [ "models = [\n", " \"AIMNet2-B973c\",\n", " \"AIMNet2-wB97MD3\",\n", " \"ANI-1ccx\",\n", " \"ANI-1x\",\n", " \"ANI-2x\",\n", " \"eSEN-S-Con-OMol\",\n", " \"M3GNet-UP-2022\",\n", " \"MACE-MPA-0\",\n", " \"UMA-S-1.2-ODAC\",\n", " \"UMA-S-1.2-OMat\",\n", " \"UMA-S-1.2-OMol\",\n", "]" ] }, { "cell_type": "code", "execution_count": 15, "id": "4e8840c9-187b-4a1f-a722-cba1bde2d8b5", "metadata": {}, "outputs": [], "source": [ "jobs = {}\n", "\n", "for model in models:\n", " job = params.ParAMSJob.from_yaml(\"./isoc7_benchmark\", name=f\"benchmark_{model}\")\n", " job.settings.runscript.nproc = 1\n", " job.settings.runscript.preamble_lines = [\"export OMP_NUM_THREADS=1\"]\n", " job.settings.input.parallellevels.jobs = 1\n", " job.settings.input.mlpotential.model = model\n", " job.settings.input.task = \"SinglePoint\"\n", " jobs[model] = job" ] }, { "cell_type": "code", "execution_count": 16, "id": "ce013383-07b0-40a9-95f8-f8f7596a217f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[17.04|11:24:25] JOB benchmark_AIMNet2-B973c STARTED\n", "[17.04|11:24:25] JOB benchmark_AIMNet2-B973c RUNNING\n", "[17.04|11:24:54] JOB benchmark_AIMNet2-B973c FINISHED\n", "[17.04|11:24:54] JOB benchmark_AIMNet2-B973c SUCCESSFUL\n", "[17.04|11:24:54] JOB benchmark_AIMNet2-wB97MD3 STARTED\n", "[17.04|11:24:54] JOB benchmark_AIMNet2-wB97MD3 RUNNING\n", "[17.04|11:25:22] JOB benchmark_AIMNet2-wB97MD3 FINISHED\n", "[17.04|11:25:22] JOB benchmark_AIMNet2-wB97MD3 SUCCESSFUL\n", "[17.04|11:25:22] JOB benchmark_ANI-1ccx STARTED\n", "[17.04|11:25:22] JOB benchmark_ANI-1ccx RUNNING\n", "[17.04|11:25:35] JOB benchmark_ANI-1ccx FINISHED\n", "[17.04|11:25:35] JOB benchmark_ANI-1ccx SUCCESSFUL\n", "[17.04|11:25:35] JOB benchmark_ANI-1x STARTED\n", "[17.04|11:25:35] JOB benchmark_ANI-1x RUNNING\n", "[17.04|11:25:48] JOB benchmark_ANI-1x FINISHED\n", "[17.04|11:25:48] JOB benchmark_ANI-1x SUCCESSFUL\n", "[17.04|11:25:48] JOB benchmark_ANI-2x STARTED\n", "[17.04|11:25:48] JOB benchmark_ANI-2x RUNNING\n", "[17.04|11:26:03] JOB benchmark_ANI-2x FINISHED\n", "[17.04|11:26:03] JOB benchmark_ANI-2x SUCCESSFUL\n", "[17.04|11:26:03] JOB benchmark_eSEN-S-Con-OMol STARTED\n", "[17.04|11:26:03] JOB benchmark_eSEN-S-Con-OMol RUNNING\n", "[17.04|11:27:28] JOB benchmark_eSEN-S-Con-OMol FINISHED\n", "[17.04|11:27:28] JOB benchmark_eSEN-S-Con-OMol SUCCESSFUL\n", "[17.04|11:27:28] JOB benchmark_M3GNet-UP-2022 STARTED\n", "[17.04|11:27:28] JOB benchmark_M3GNet-UP-2022 RUNNING\n", "[17.04|11:27:55] JOB benchmark_M3GNet-UP-2022 FINISHED\n", "[17.04|11:27:55] JOB benchmark_M3GNet-UP-2022 SUCCESSFUL\n", "[17.04|11:27:55] JOB benchmark_MACE-MPA-0 STARTED\n", "[17.04|11:27:55] JOB benchmark_MACE-MPA-0 RUNNING\n", "[17.04|11:28:59] JOB benchmark_MACE-MPA-0 FINISHED\n", "[17.04|11:28:59] JOB benchmark_MACE-MPA-0 SUCCESSFUL\n", "[17.04|11:28:59] JOB benchmark_UMA-S-1.2-ODAC STARTED\n", "[17.04|11:28:59] JOB benchmark_UMA-S-1.2-ODAC RUNNING\n", "[17.04|11:31:28] JOB benchmark_UMA-S-1.2-ODAC FINISHED\n", "[17.04|11:31:29] JOB benchmark_UMA-S-1.2-ODAC SUCCESSFUL\n", "[17.04|11:31:29] JOB benchmark_UMA-S-1.2-OMat STARTED\n", "[17.04|11:31:29] JOB benchmark_UMA-S-1.2-OMat RUNNING\n", "[17.04|11:33:54] JOB benchmark_UMA-S-1.2-OMat FINISHED\n", "[17.04|11:33:54] JOB benchmark_UMA-S-1.2-OMat SUCCESSFUL\n", "[17.04|11:33:54] JOB benchmark_UMA-S-1.2-OMol STARTED\n", "[17.04|11:33:54] JOB benchmark_UMA-S-1.2-OMol RUNNING\n", "[17.04|11:36:16] JOB benchmark_UMA-S-1.2-OMol FINISHED\n", "[17.04|11:36:16] JOB benchmark_UMA-S-1.2-OMol SUCCESSFUL\n" ] } ], "source": [ "for job in jobs.values():\n", " job.run()\n", " job.ok()" ] }, { "cell_type": "markdown", "id": "6142b52d-b809-4bc4-8cbc-4b44a3f95046", "metadata": {}, "source": [ "Each completed job now has results for the errors between the model calculations and the reference. For example, with AIMNet2-wB97MD3:" ] }, { "cell_type": "code", "execution_count": 17, "id": "1ea1009f-cb32-4317-9402-a444fde7d728", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Group/Expression N MAE RMSE* Unit* Weight Loss* Contribution[%]\n", "---------------------------------------------------------------------------------------------------------------------\n", "Total 1297 1.28848 +1.60312 kcal/mol 1297.000 833315816.952 100.00 Total\n", "\n", " energy 1297 1.28848 +1.60312 kcal/mol 1297.000 833315816.952 100.00 Extractor\n", " C7H8_51-C7H8_320 1 7.03500 -7.03500 kcal/mol 1.000 12372796.117 1.48 Expression\n", " C7H8_3-C7H8_320 1 6.84835 -6.84835 kcal/mol 1.000 11724976.294 1.41 Expression\n", " C6H6_2-C6H6_56 1 6.80974 -6.80974 kcal/mol 1.000 11593141.526 1.39 Expression\n", " C7H8_117-C7H8_320 1 6.56349 -6.56349 kcal/mol 1.000 10769839.645 1.29 Expression\n", " C7H8_79-C7H8_320 1 6.54360 -6.54360 kcal/mol 1.000 10704671.280 1.28 Expression\n", " C6H6_21-C6H6_56 1 6.35571 -6.35571 kcal/mol 1.000 10098752.565 1.21 Expression\n", " C7H8_10-C7H8_320 1 6.00152 -6.00152 kcal/mol 1.000 9004556.137 1.08 Expression\n", " C7H8_256-C7H8_320 1 5.79461 -5.79461 kcal/mol 1.000 8394388.810 1.01 Expression\n", " C7H8_9-C7H8_320 1 5.52882 -5.52882 kcal/mol 1.000 7641966.144 0.92 Expression\n", " C7H8_66-C7H8_320 1 5.14151 -5.14151 kcal/mol 1.000 6608776.360 0.79 Expression\n", " C7H8_4-C7H8_320 1 5.13745 -5.13745 kcal/mol 1.000 6598337.286 0.79 Expression\n", " C7H8_5-C7H8_320 1 4.50864 -4.50864 kcal/mol 1.000 5081948.943 0.61 Expression\n", " C7H8_44-C7H8_320 1 4.41894 -4.41894 kcal/mol 1.000 4881765.891 0.59 Expression\n", " C7H8_266-C7H8_320 1 4.04698 -4.04698 kcal/mol 1.000 4094507.700 0.49 Expression\n", " C7H10_35-C7H10_396 1 3.99482 +3.99482 kcal/mol 1.000 3989642.301 0.48 Expression\n" ] } ], "source": [ "print(\"\\n\".join(str(jobs[\"AIMNet2-wB97MD3\"].results.get_data_set_evaluator()).split(\"\\n\")[:20]))" ] }, { "cell_type": "markdown", "id": "eece97db-8179-44c1-bd1e-7177cbc26e19", "metadata": {}, "source": [ "Results can alternatively be displayed in a correlation plot of the reference vs. predicted energies:" ] }, { "cell_type": "code", "execution_count": 18, "id": "5d2287d1-04dd-4e8c-9eea-7d2f5677d80d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = jobs[\"AIMNet2-wB97MD3\"].results.plot_simple_correlation(\"energy\", validation_set=False)\n", "ax;" ] }, { "cell_type": "markdown", "id": "56a98362-3629-4863-bf80-997e5a287674", "metadata": {}, "source": [ "Note that all these can also again be viewed in the ParAMS GUI:" ] }, { "cell_type": "code", "execution_count": 19, "id": "225f2dc8-d0d0-45e2-99f7-46d23579151e", "metadata": {}, "outputs": [], "source": [ "# !params -gui ./plams_workdir/benchmark_AIMNet2-wB97MD3/results" ] }, { "cell_type": "markdown", "id": "a940326b-f290-4b9a-8889-0ca342b611b8", "metadata": {}, "source": [ "## Evaluating Benchmark Results" ] }, { "cell_type": "markdown", "id": "f691df76-ec27-4a28-b57a-0d40d2d633c4", "metadata": {}, "source": [ "To evaluate the results, we extract the Mean Absolute Error (MAE) and Root Mean Squared Error (RMSE) from the job results:" ] }, { "cell_type": "code", "execution_count": 20, "id": "a62017cf-9dd2-45b0-bbc9-eccc4b486292", "metadata": {}, "outputs": [], "source": [ "results = pd.DataFrame({\"Model\": models})" ] }, { "cell_type": "code", "execution_count": 21, "id": "a045f250-3d6d-4378-ac42-78267b734e7d", "metadata": {}, "outputs": [], "source": [ "results[\"MAE\"] = [jobs[m].results.get_data_set_evaluator().results.mae for m in models]\n", "results[\"RMSE\"] = [jobs[m].results.get_data_set_evaluator().results.rmse for m in models]" ] }, { "cell_type": "code", "execution_count": 22, "id": "8d74fbd8-9d02-4016-a4ef-a1f44e90b138", "metadata": {}, "outputs": [], "source": [ "results.sort_values(by=\"MAE\", inplace=True)" ] }, { "cell_type": "code", "execution_count": 23, "id": "e58653a3-f032-4f81-b526-a1eeecad3c70", "metadata": {}, "outputs": [], "source": [ "results.rename(\n", " columns={\n", " \"MAE\": \"MAE*\",\n", " \"RMSE\": \"RMSE*\",\n", " },\n", " inplace=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "id": "2b68258e-16f7-4583-a172-a6aa6bcd77b4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

Benchmark Results for ISOC7 Dataset Isomerization Energies
* Reference method CCSD(T)/CBS, in kcal/mol
ModelMAE*RMSE*
eSEN-S-Con-OMol1.071.32
UMA-S-1.2-OMol1.091.34
AIMNet2-wB97MD31.291.60
UMA-S-1.2-OMat2.883.62
ANI-1ccx3.085.17
AIMNet2-B973c4.164.96
UMA-S-1.2-ODAC4.926.23
ANI-1x5.156.65
ANI-2x5.757.29
M3GNet-UP-20227.8210.09
MACE-MPA-013.4615.47
\n" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.style.hide(axis=\"index\").background_gradient(\n", " subset=[\"MAE*\", \"RMSE*\"], cmap=\"Blues\", vmin=0, vmax=10\n", ").format(\"{:.2f}\", subset=[\"MAE*\", \"RMSE*\"]).set_caption(\n", " \"
Benchmark Results for ISOC7 Dataset Isomerization Energies\"\n", " \"
* Reference method CCSD(T)/CBS, in kcal/mol\"\n", ").set_table_styles(\n", " [\n", " {\"selector\": \"th\", \"props\": [(\"border-bottom\", \"2px solid black\")]},\n", " {\"selector\": \"th, td\", \"props\": [(\"min-width\", \"100px\")]},\n", " {\"selector\": \"td\", \"props\": [(\"border-bottom\", \"1px solid lightgray\")]},\n", " {\"selector\": \"table\", \"props\": [(\"border-collapse\", \"collapse\")]},\n", " ]\n", ")" ] }, { "cell_type": "markdown", "id": "dfb9fc26-3612-476f-8494-dfd197f97622", "metadata": {}, "source": [ "From these results, we see that `eSEN-S-Con-OMol`, `UMA-S-1.2-OMol` and `AIMNet2-wB97MD3` perform best, achieving the lowest errors (`eSEN-S-Con-OMol` having MAE = 1.07 kcal/mol, RMSE = 1.32 kcal/mol). We note that all of these are trained on datasets with ωB97M-D3(BJ) as the reference method. In a broader context, the accuracy of these models is therefore on a par with the best performing DFT functionals, at a fraction of the computational cost. \n", "\n", "Plotting the correlation between reference and predicted energies shows the success of the model, with essentially no real outliers." ] }, { "cell_type": "code", "execution_count": 25, "id": "92b40996-bd25-48c7-a17d-a26024e48047", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = jobs[\"eSEN-S-Con-OMol\"].results.plot_simple_correlation(\"energy\", validation_set=False)\n", "ax;" ] }, { "cell_type": "markdown", "id": "f7e98bf5-64be-4af5-92d1-69bcee09a57e", "metadata": {}, "source": [ "Other models targeted at small molecules also perform well, including `ANI-1ccx` and `AIMNet2-B973c`, with MAE < 5 kcal/mol. \n", "\n", "The correlation plot shows, however, that in this case there are some structures which are not well captured by the model:" ] }, { "cell_type": "code", "execution_count": 26, "id": "c5868d5e-8ec0-4f1c-836b-9309bf6187f3", "metadata": {}, "outputs": [ { "data": { "image/png": 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5bUOHDsWzZ8/wzz//yB1vamqKo0ePyv2EhYVVuu2ffPKJ3DYzMzP+3zk5OXj27Bk6duwIxphKvYuAgAA0bNiQf9yyZUtYW1vj3r175Z7brFkzvPXWW/xjBwcHNG3aVObcI0eOwM/PT2YZL3t7e354trTRo0eDMaZyLw8o6akfOnQIP/zwA9zd3VUqTisd+hXqbZqamsoNDXt4eKBz58745ZdfsGvXLowdOxZLlizBzz//XOFrKpKZmYnu3bsjNjYWJ0+elHnfJBIJ9u7diz59+gjWIpQOX4vFYohEJV+DxcXFeP78OSwtLdG0aVPExMSU24ZDhw7JDG1KdevWjR9CBoAOHToAAIKCgmBlZSW3Xfp7cOHCBaSmpmLSpEkys5h79+4NLy8vHDx4sNw2EeVoeJMo5ODggICAAPzxxx/Izc1FcXEx3n//fYXHb926FRYWFmjQoAHi4uIAlHyJeXh4YNu2bXJfDkZGRggICNB4u2vVqoV69erJbU9KSsIXX3yB/fv3Iz09XWafKvfG3N3d5bbZ2dnJXaui596/fx9+fn5yxzVq1Kjc66uia9euAICePXuiX79+aNGiBSwtLREcHKzwHOkfCgUFBXL78vPzZf6Q2LFjByZMmIA7d+7w7//AgQMhkUgwd+5cDB06FLVr11brmspMnz4d+fn5uHTpEj9ELPX06VNkZWWhRYsWSq8hkUiwfPlyrF69GgkJCSguLub3lTdknZKSgpiYGH6ouLSyn7eNjQ0AwM3NTXC79Pfg/v37AICmTZvKXdPLy0swjYioh3p6RKlhw4bh8OHDWLt2LXr27KnwfgJjDNu3b0dOTg6aNWuGxo0b8z+JiYnYt29fleVglf7rXaq4uBjvvvsuDh48iLlz52Lv3r04evQon2wskUjKva6iWZlMheVrK3OuNjRs2BC+vr7Ytm2b0uNcXFwAAMnJyXL7kpOTZe55rV69Gr6+vnJ/cPTt2xe5ubl8b1qdayrTr18/MMYQFham0ucnZMmSJZg5cyY6d+6MrVu34p9//sHRo0fRvHnzcq95+PBhmJqa8n9MlKbo89a334OaiHp6RKkBAwZg4sSJ+N///ofw8HCFx0nz97788kt4e3vL7EtPT8eECROwd+9ejaQoVGQVimvXruHOnTv47bffMHLkSH67UCFUXalfvz7fQy5NaJsm5OXlCfa2SmvRogVq1aqFCxcuYNCgQfz2wsJCXL58WWbbkydP+JSE0oqKigCAr82nzjWV6d+/P7p3747Ro0fDysoKa9as4fc5ODjA2toa169fV3qNv/76C127dsXGjRtltmdkZKBOnTpKzz148CC6du2qcs9UFfXr1wcA3L59G++8847Mvtu3b/P7ScVRT48oZWlpiTVr1mDRokXo06ePwuOkQ5uzZ8/G+++/L/Mzfvx4NG7cuNxehaqkszHLm25fmvQv7NJ/UTPGsHz5co20SRMCAwMRFRWFy5cv89vS0tIE3zdVUxZevnwpOPx6/vx5XLt2Te5+V2xsLJKSkvjHNjY2CAgIwNatW/HixQt++++//47s7Gx88MEH/LYmTZrg0qVLuHPnjsw1t2/fDpFIxM+wVeea5Rk5ciRWrFiBtWvXYu7cufx2kUiE/v374++//8aFCxfkzpP+HhgZGcn1snbu3FluekBRURGOHj0qeD+vMtq2bQtHR0esXbtW5g+Sw4cP49atWxp/vpqIenqkXKNGjVK6v6CgALt27cK7776rcAmxvn37Yvny5UhNTYWjoyOAki/krVu3Ch4/YMAAhQnlZmZmaNasGcLDw9GkSRPY29ujRYsWSu/feHl5oWHDhpg1axYePXoEa2tr7Nq1S6X7cVVlzpw52Lp1K959911MmTKFT1lwd3dHWlqaTA9X1ZSF7OxsuLm5YfDgwWjevDksLCxw7do1bNq0CTY2NliwYIHM8d7e3ujSpYvMEm/ffPMNOnbsiC5dumDChAl4+PAhfvjhB3Tv3h09evTgj5s9ezYOHz6Mt956C8HBwahduzYOHDiAw4cP46OPPpIZtlT1mqoIDg5GVlYWPvvsM9jY2GD+/PkASoYu//33X/45vL29kZycjJ07dyIiIgK2trZ477338OWXX2LMmDHo2LEjrl27hm3btqFBgwZKnzMiIgJZWVkaD0LGxsZYunQpxowZgy5dumDo0KF8yoKHhwdmzJih0eerkXQ0a5ToqdIpC8qUTlnYtWsXA8A2btyo8PiTJ08yAGz58uWMMeUpCygzPV/I2bNnWZs2bZiJiYlM+sKoUaOYhYWF4Dk3b95kAQEBzNLSktWpU4eNHz+eTzsoPRVdUcrC5MmTBd+HUaNG8Y8VpSwIpXd06dKFdenSRWbbpUuX2FtvvcXEYjGrV68eCw0NZStWrGAAWEpKitzzlJeyUFBQwKZNm8ZatmzJrK2tmbGxMatfvz4bN26c4HsMQK5NjDF25swZ1rFjR2ZqasocHBzY5MmTZabeS507d4717NmTOTs7M2NjY9akSRP2zTffyKWsqHPNskqnLJQ2Z84cBoD9/PPP/Lb79++zkSNHMgcHByYWi1mDBg3Y5MmTWUFBAWOsJGXh008/ZS4uLszMzIz5+/uzqKgouc+mbMrCrFmzWLNmzQTbJ/S7Ij3/u+++U+m1hIeHM19fXyYWi5m9vT0bPnw4e/jwocwxlLJQMVRElhA9N336dKxbtw7Z2dl6t8RZTdWsWTO89957+Pbbb3XdFKImGt4kRI/k5eXJTIx4/vw5fv/9d3Tq1IkCnp4oLCzE4MGDVZ5wQ/QL9fQI0SNvvPEG3n77bXh7e+PJkyfYuHEjHj9+jGPHjqFz5866bh4hBo96eoTokV69euGvv/7CL7/8Ao7j0Lp1a2zcuJECHiEaQj09QgghNQbl6RFCCKkxKOgRQgipMXR6T+/06dP47rvvcPHiRSQnJ2PPnj3o37+/zDG3bt3C3LlzcerUKbx8+RLNmjXDrl27+AVd8/Pz8emnn2LHjh0oKChAYGAgVq9eLVfIUhmJRILHjx/DysqqQktcEUII0R3GGF68eAFXV1e5dXfL0mnQy8nJQatWrTB27Fi+GGhp8fHx6NSpE1+U0traGjdu3JBZ9WPGjBk4ePAgdu7cCRsbGwQHB2PgwIGIjIxUuR2PHz+WW/2cEEKIYXnw4IFghZXS9GYiC8dxcj29IUOGwNjYGL///rvgOZmZmXBwcMAff/zBl7yJjY2Ft7c3oqKi8Oabb6r03JmZmbC1tcWDBw8UVuwmhBCiYwUFwPnzQJmKLVm5uXAbOxYZGRl8uSZF9DZlQSKR4ODBg5gzZw4CAwNx6dIleHp6IiQkhA+MFy9eRFFRkUxNNi8vL7i7uysNegUFBTKLuUoXvbW2tqagRwgh+qigAIiJASQS4NWi82WpcntKbyeypKamIjs7G2FhYejRowf+/fdfDBgwAAMHDsSpU6cAlBRxNDExkavx5uTkhJSUFIXXDg0NhY2NDf9DQ5uEEKLHCgqAqCigVFWOitLboCct4NivXz/MmDEDb7zxBubNm4f33nsPa9eurdS1Q0JCkJmZyf88ePBAE00mhBCdS87Mw9n4Z0jOzNN1UzRDgwEP0OPhzTp16qBWrVpo1qyZzHZvb29EREQAAJydnVFYWIiMjAyZ3t6TJ0/g7Oys8NpisRhisVgr7SaEEF0Jj05CyO5rkDBAxAGhA30wuJ27rptVcaoGPEtLlS+pt0HPxMQE7dq1w+3bt2W237lzh68e3KZNGxgbG+PYsWMICgoCUFJdOCkpCX5+fhpvU3FxMV8FmtQcxsbGtNgz0XvJmXl8wAMACQPm776Ozk0c4GKjueruVUbVgGdlBTRvrvJldRr0srOzERcXxz9OSEjA5cuXYW9vD3d3d8yePRuDBw9G586d0bVrVxw5cgR///03X+DSxsYG48aNw8yZM2Fvbw9ra2tMmTIFfn5+Ks/cVAVjDCkpKWpV6ibVi62tLZydnSmPk+ithGc5fMCTKmYMic9yDS/oqRPw/PxKjleRToPehQsX0LVrV/7xzJkzAZRU6t68eTMGDBiAtWvXIjQ0FFOnTkXTpk2xa9cudOrUiT9n2bJlEIlECAoKkklO1yRpwHN0dIS5uTl98dUgjDHk5uYiNTUVAODi4qLjFhEizLOOBUQcZAKfEcfBo47wTEe9pW7AE4vVCnp6k6enS1lZWbCxsUFmZqZcykJxcTHu3LkDR0dH1K5dW0ctJLr2/PlzpKamokmTJjTUSfRWeHQS5u++jmLGYMRxWDKwhWHd06tIwIPy7/Cy9Paenr6Q3sMzV5AXQmoG6edfVFREQY/orcHt3NG5iQMSn+XCo465YQ1rVjDgqYuCnopoSLNmo8+fGAoXGzPDCnZAlQU8QI/z9AghhNQAVRjwAAp6RA0eHh746aefVD7+5MmT4DiOZr0SQoRVccADKOhVSxzHKf1ZtGhRha4bHR2NCRMmqHx8x44dkZycXO4CsLr29ttvY/r06bpuBiE1iw4CHkD39Kql5ORk/t/h4eH44osvZJL8LUutXsAYQ3FxMWrVKv9XwcHBQa12mJiYKF0ZhxBSQ+ko4AHU06tSVbUmnrOzM/9jY2MDjuP4x7GxsbCyssLhw4fRpk0biMViREREID4+Hv369YOTkxMsLS3Rrl07/PfffzLXLTu8yXEcNmzYgAEDBsDc3ByNGzfG/v37+f1lhzc3b94MW1tb/PPPP/D29oalpSV69OghE6RfvnyJqVOnwtbWFrVr18bcuXMxatQoueLCpd2/fx99+vSBnZ0dLCws0Lx5cxw6dIjff/36dfTs2ROWlpZwcnLCiBEj8OzZMwDA6NGjcerUKSxfvpzvCScmJlb8zSeEKKfDgAdQ0Ksy4dFJ8A87jmHrz8E/7DjCo5N02p558+YhLCwMt27dQsuWLZGdnY1evXrh2LFjuHTpEnr06IE+ffogKUl5OxcvXoxBgwbh6tWr6NWrF4YPH460tDSFx+fm5uL777/H77//jtOnTyMpKQmzZs3i9y9duhTbtm3Dpk2bEBkZiaysLOzdu1dpGyZPnoyCggKcPn0a165dw9KlS/nebEZGBt555x34+vriwoULOHLkCJ48eYJBgwYBAJYvXw4/Pz+MHz8eycnJSE5OpqobhGiLjgMeQMObVUIf18T78ssv8e677/KP7e3t0apVK/7xV199hT179mD//v0IDg5WeJ3Ro0dj6NChAIAlS5ZgxYoVOH/+PHr06CF4fFFREdauXYuGDRsCAIKDg/Hll1/y+1euXImQkBAMGDAAAPDzzz/L9NqEJCUlISgoCD4+PgCABg0a8Pt+/vln+Pr6YsmSJfy2X3/9FW5ubrhz5w6aNGkCExMTmJub01AsIdqkBwEPoJ5elVC2Jp6utG3bVuZxdnY2Zs2aBW9vb9ja2sLS0hK3bt0qt6fXsmVL/t8WFhawtrbml+wSYm5uzgc8oGRZL+nxmZmZePLkCdq3b8/vNzIyQps2bZS2YerUqfj666/h7++PhQsX4urVq/y+K1eu4MSJE7C0tOR/vLy8AADx8fFKr0sI0RA9CXgABb0qIV0TrzRdr4lnYWEh83jWrFnYs2cPlixZgjNnzuDy5cvw8fFBYWGh0usYGxvLPOY4jq+FqOrxlV0J76OPPsK9e/cwYsQIXLt2DW3btsXKlSsBlATzPn364PLlyzI/d+/eRefOnSv1vIQQFehRwAMo6FUJFxszhA70gdGrVT2ka+Lp06oJkZGRGD16NAYMGAAfHx84OztX+YQOGxsbODk5ITo6mt9WXFyMmJiYcs91c3PDxx9/jN27d+PTTz/F+vXrAQCtW7fGjRs34OHhgUaNGsn8SAO/iYkJiouLtfOiCNEwgyoSq2cBD6B7elVG39fEa9y4MXbv3o0+ffqA4zgsWLBAaY9NW6ZMmYLQ0FA0atQIXl5eWLlyJdLT05UuAzZ9+nT07NkTTZo0QXp6Ok6cOAFvb28AJZNc1q9fj6FDh2LOnDmwt7dHXFwcduzYgQ0bNsDIyAgeHh44d+4cEhMTYWlpCXt7e4hE9Pcg0T8GVSRWDwMeQD29KuViYwa/hrX1LuABwI8//gg7Ozt07NgRffr0QWBgIFq3bl3l7Zg7dy6GDh2KkSNHws/PD5aWlggMDISpqanCc4qLizF58mR4e3ujR48eaNKkCV9eytXVFZGRkSguLkb37t3h4+OD6dOnw9bWlg9ss2bNgpGREZo1awYHB4dy72MSoguKJsTpZY9PTwMeQKWFACgvS5Gfn4+EhAR4enoq/eIl2iGRSODt7Y1Bgwbhq6++0lk76PeA6NrZ+GcYtv6c3Pbt49+EX0M9Knumg4BHpYWIwbp//z7+/fdfdOnSBQUFBfj555+RkJCAYcOG6bpphOiUQRSJ1eMenhQNbxK9IhKJsHnzZrRr1w7+/v64du0a/vvvP/4eHSE1ld5PiDOAgAdQT4/oGTc3N0RGRuq6GYToJVUnxCVn5iHhWQ4861hUTVA0kIAHUNAjhBCDUl6R2PDoJMzbdQ0MAAcgLEjLMzwNKOABNLxJCCHVRnJmHh/wAIABmLfrmvZmeBpYwAMo6BFCSLVxITENZafjMwAXE9M1/2QGGPAACnqEEFJtKFrEQcnaDhVjoAEPoKBHCCHVRpv6digb3zgOaF3fTnNPYsABD6CgRwghBk+6HidQMnFFusC9iAPCBvpobgangQc8gGZvEkKIQRNajzNy3juaX+e3GgQ8gHp6hBBisBStxwlAs+v8VpOAB1DQI4QQg1UlBaqrUcADaHhTPYcPAzootyNHJAJ69lR6yJYtWzBjxgw8fvwY4lK/hP3794eVlRV+//13lZ8uNjYWrVu3xoYNG/g1MP/880+MGjUKFy9eRLNmzSr2OgghlaL19TirWcADqKenHolEf37K8cEHH6C4uBj79+/nt6WmpuLgwYMYO3Yszpw5A0tLS6U/27ZtAwB4eXnh+++/x6RJk5CUlISHDx/i448/xtKlSyngEaJjH3Xy5L/INboeZzUMeAD19KotMzMzDBs2DJs2bcIHH3wAANi6dSvc3d3x9ttvIz8/H5cvX1Z6DScnJ/7fkyZNwqFDh/Dhhx/CxMQE7dq1w5QpU7T5EgghSpSdwDKhUwOM6eRBAa8cFPSqsfHjx6Ndu3Z49OgR6tati82bN2P06NHgOA5mZmZo1KiRWtf79ddf0aRJE4hEIty4cUNpNXNCiPYITWDZGJGAMZ08Kn/xahzwABrerNZ8fX3RqlUrbNmyBRcvXsSNGzcwevRoAFBreFPqypUryMnJQU5ODpKTk3XwigghgBYnsFTzgAdQT6/a++ijj/DTTz/h0aNHCAgIgJubGwCgbdu2ag1vpqWlYfTo0fjss8+QnJyM4cOHIyYmBmZmelLLi5AaxMLESHC7uUkl+jE1IOABFPTUI9KTjrEa7Rg2bBhmzZqF9evXY8uWLfx2dYc3P/74Y7i5ueHzzz9HQUEBfH19MWvWLKxatUqtphNCKu/gVeGRltzCCs4uryEBD9Bx0Dt9+jS+++47XLx4EcnJydizZw/69+8veOzHH3+MdevWYdmyZZg+fTq/PS0tDVOmTMHff/8NkUiEoKAgLF++HJaWlppvcDlpAvrIxsYGQUFBOHjwoML3tjxbtmzBoUOHcOnSJdSqVQu1atXC1q1b0alTJ7z33nvoaYDvCyGGKjkzD+vPJMhtF3GoWKpCDQp4gI7v6eXk5KBVq1bl9hb27NmD//3vf3B1dZXbN3z4cNy4cQNHjx7FgQMHcPr0aUyYMEFbTTZIjx49wvDhw2Xy9dQxcuRIZGdno3Hjxvy29u3bo7CwkAIeIVUs4VmOXPkgAPioUwP1Z27WsIAH6Lin17Nnz3K/NB89eoQpU6bgn3/+Qe/evWX23bp1C0eOHEF0dDTatm0LAFi5ciV69eqF77//XjBI1iTp6ek4efIkTp48idWrV+u6OYQQDRBKSBcB6s/crIEBD9Dz2ZsSiQQjRozA7Nmz0bx5c7n9UVFRsLW15QMeAAQEBEAkEuHcuXMKr1tQUICsrCyZn+rI19cXo0ePxtKlS9G0aVNdN4cQogEuNmYIHegDo1cpQ0Ych9AgNSsp1NCAB+j5RJalS5eiVq1amDp1quD+lJQUODo6ymyrVasW7O3tkZKSovC6oaGhWLx4sUbbqo8SExN13QRCiBYMbueOzk0cKlZJoQYHPECPe3oXL17E8uXLsXnzZo0nQYeEhCAzM5P/efDggUavTwgh2uZiY6Z+JYUaHvAAPQ56Z86cQWpqKtzd3fkZg/fv38enn34KDw8PAICzszNSU1Nlznv58iXS0tLg7Oys8NpisRjW1tYyP+VhTOjWMakp6PMnBo8CHgA9Ht4cMWIEAgICZLYFBgZixIgRGDNmDADAz88PGRkZuHjxItq0aQMAOH78OCQSCTp06KCRdhgbGwMAcnNzKRG7BsvNLVnpQvr7QIhBoYDH02nQy87ORlxcHP84ISEBly9fhr29Pdzd3VG7dm2Z442NjeHs7MxPyvD29kaPHj0wfvx4rF27FkVFRQgODsaQIUM0NnPTyMgItra2fI/S3Nyc1pysQRhjyM3NRWpqKmxtbWFkJLwSBiF6iwKeDJ0GvQsXLqBr167845kzZwIARo0ahc2bN6t0jW3btiE4OBjdunXjk9NXrFih0XZKh0rLDqWSmsPW1lbpkDkheokCnhyO0c0KZGVlwcbGBpmZmUrv7xUXF6OoqKgKW0b0gbGxMfXwiOGpQQFP1e9wQI/v6ekjIyMj+vIjhOi/GhTw1KW3szcJIYS8lpyZh7Pxz5Ccmaf8QAp4SlFPjxBC9FzZKumhA30wuJ27/IEU8MpFPT1CCNFjQlXS5+++Lt/jo4CnEgp6hBCix1Sqkk4BT2UU9AghRI9JqyqUZsRxr2vnUcBTCwU9QgjRY0JVFZYMbFGy5iYFPLXRRBZCCNFzglUVKOBVCAU9QggxAC42Zq8rKlDAqzAa3iSEEENCAa9SKOgRQoihoIBXaRT0CCHEEFDA0wgKeoQQou8o4GkMBT1CCNFnFPA0ioIeIYToKwp4GkdBjxBCVKRypQNNoICnFZSnRwghKlC10kFyZh4SnuXAs47F67w6dVHA0xoKeoQQUg5FlQ46N3GQCWwqlwBShgKeVtHwJiGElEOVSgcqlwBShgKe1lHQI4SQcpRb6QAqlgBShgJelaCgRwgh5VBa6eAVVQKjQhTwqgzd0yOEEBUIVjooRRoY5+++jmLGBAOjIAp4VYqCHiGEqEim0oGA8gKjHAp4VY6CHiGEaFB5gZFHAU8n6J4eIaRKVGlit76jgKcz1NMjhGidRvLXqgsKeDpFPT1CiFZpJH+tuqCAp3MU9AghWlXp/LXqggKeXqCgRwjRqkrlrylgcPcHKeDpDQp6hBCtUiWxWx3h0UnwDzuOYevPwT/sOMKjkzTZXM2rQMDTRlA3uD8UtIRjjLHyD6vesrKyYGNjg8zMTFhbW+u6OYQYPKFKA8mZearnrym5rn/YcZnhUiOOQ8S8rhWvaKBNrwJe8rMXSMgDPM0AF6FOXKmAp41JP9qaSKSRihIaoM53OM3eJIRolKIvWJXz15RQdn9Q74Leq4AXHvcCIXEcJOAgAkNoI4bOtngdBOvI9vBUqeagDm1cEzDcGbk0vEkI0Rhtz9TUxv1BrSjVw5MGPACQgMO8OA4dL3AYdkME/wsihJu48/fwtDHpRxvXNOQZuToNeqdPn0afPn3g6uoKjuOwd+9efl9RURHmzp0LHx8fWFhYwNXVFSNHjsTjx49lrpGWlobhw4fD2toatra2GDduHLKzs6v4lRBCAO3P1NT0/UFNkLtXVuoeXkIe+IAnxcCB8UEQmP93LH+uNoK6Nq5pyDNydRr0cnJy0KpVK6xatUpuX25uLmJiYrBgwQLExMRg9+7duH37Nvr27Stz3PDhw3Hjxg0cPXoUBw4cwOnTpzFhwoSqegmEkFKqoic2uJ07IuZ1xfbxbyJiXledDqnJTao5e09m0oqnGSCC8mkTpYOFNoK6Nq5pMD1uAXozkYXjOOzZswf9+/dXeEx0dDTat2+P+/fvw93dHbdu3UKzZs0QHR2Ntm3bAgCOHDmCXr164eHDh3B1dVXpuWkiCyGaEx6dJFdpwBDu9ahLcFINgIi2EpnJKuFPgPlxHIpf3dMr6emVOkdgIo4mJv0ItVeT19Snz1lrE1lu3bqFHTt24MyZM7h//z5yc3Ph4OAAX19fBAYGIigoCGIt5pdkZmaC4zjY2toCAKKiomBra8sHPAAICAiASCTCuXPnMGDAAK21hRAiTO1KA1VAG7MMBYf4ACTmy87QHOwEdLZlSMxn8KhjgdPWHpj/d6zS8kOamPRTVkWvqei908fPWRUqBb2YmBjMmTMHERER8Pf3R4cOHTBgwACYmZkhLS0N169fx2effYYpU6Zgzpw5mD59usaDX35+PubOnYuhQ4fykTwlJQWOjo6yL6hWLdjb2yMlJUXhtQoKClBQUMA/zsrK0mhbCanppF+w0vtdupzSrq1Zhp51LMABMr02DgwepkByAWRSFFzEr2dpDhaL4eVmh+jEdLTzsEMrN7tKt0VbynvvtBGctU2loBcUFITZs2fjr7/+4ntZQqKiorB8+XL88MMPmD9/vqbaiKKiIgwaNAiMMaxZs6bS1wsNDcXixYs10DJCiCL6MKVdE9P11e0l7n8GLE2UTVEY3Ei7eXjaoK1UB11TKejduXMHxsbG5R7n5+cHPz8/FBUVVbphUtKAd//+fRw/flxmvNbZ2Rmpqakyx798+RJpaWlwdnZWeM2QkBDMnDmTf5yVlQU3NzeNtZmQmk5fvjArm9enLEAlJGfITVFh4BCWiFKzMznMj+PQua8vXLSUh6ctBpUTqQaVZm+qEvAqc7wi0oB39+5d/Pfff6hdu7bMfj8/P2RkZODixYv8tuPHj0MikaBDhw4KrysWi2FtbS3zQwjRHH2Z0l6ZWYZKc9EKCuCZeEtuZqZ0okppxQAO3n7O9xgr+r4ILSOmzaXFDHmGpjIq9fRWrFih8gWnTp2q8rHZ2dmIi4vjHyckJODy5cuwt7eHi4sL3n//fcTExODAgQMoLi7m79PZ29vDxMQE3t7e6NGjB8aPH4+1a9eiqKgIwcHBGDJkiMozNwkhmif9wiy7XFhVf2FKp+uXnWWoSk9FUYCKiUuFXWIcPFkuQhsB8+OAYnAwAkMXO4bj6QDKBL6vD97CkkO3MOnthoLPZW6ivP8h1OMEoNVh0sq8d/pMpZQFT09P1S7Gcbh3757KT37y5El07dpVbvuoUaOwaNEihc974sQJvP322wBKktODg4Px999/QyQSISgoCCtWrIClpaXK7aCUBUI0T5+mtFdkur5QSgL3auYKA2SWFEvMB8xFQP+rnFxPr7SyfwhIbR//Jvwa1pbfoaAdIg5gDOWmPmiCNtInNE2d73C9ydPTJQp6hGiHIXxhKlM6cAsFGhEYljdhaGtdMltz2I3y7xiVnfFZXrA6G/8Mw9afU6m9yoJndVZlC05L4yXHKf7LhhBScxnilPbS+Fy05Aw8u3QDU64UyOyXgMOUOyWzNOfWZxChZGkxRTgAk95uiLWn7qk8ZCg0VKyop2fo99uqQoWWIduyZQt8fHxgZmYGMzMztGzZEr///rum20YIMUDqTK4whBpvLqYi+KXcRlvjPIVLiknA4dv7Isx9t5Hc5I/SGIA1p+Ixp2dTlZdRE1pGLHSgD8KC9GsNUkOhdk/vxx9/xIIFCxAcHAx/f38AQEREBD7++GM8e/YMM2bM0HgjCSGGQZ0cNIPIVyu1eLSLGAhtxDAvDoL37YoBtPSog+VDLDFl+2WFl5Qw4NvDt8u9/1Y6P1DR6ieGuCKKrqkd9FauXIk1a9Zg5MiR/La+ffuiefPmWLRoEQU9QmoodXLQDCJfTaDieWdbxYdLhxc96pgrnLAipSzfLTkzD5siErD+TELJhJkyNQlLM/ThY11Qe3gzOTkZHTt2lNvesWNHJCcna6RRhBDDo0oOmnQ480Jiml7k8SkkEPCAkskqQr08EcAPL5YdjhQa7lR0/01ateGXVwEPMKxadYZA7Z5eo0aN8Oeff8otMxYeHo7GjRtrrGGEEMMiNOECAK4+zIBfw9pyw5lCsxj1YiJGqQKwpdfPBF6XCipdI0/EAXsmdZRZQ7PscOTW/93H6hPxYFB8/61s77e06rASir5QO+gtXrwYgwcPxunTp/l7epGRkTh27Bj+/PNPjTeQEGIYXGzMMLenF0IPxcps//bIbbzZwF5uOJPjABErme2oNxMxXgW88LjXFc/59TOdwN/XKykV9LrdQotGS3t9n/55GbtiHvHbA5s7Cd67FOopS+nNHwTVgNpBLygoCOfOncOyZcv4Sufe3t44f/48fH19Nd0+QogB8alrI7etmDFEJ6bLfaEzBvw8zBf2FmL9mIhRqocnDXhAyczMkDjAXFSSjze4kRU69/VF4ouX5bb7yoN0mYAHAIeup+DKg3S5QKmop1x66JRUXoXy9Nq0aYOtW7dqui2EEAOnaPmxdh52gttb17fTjy/zUvfwLmZBZvgSKJ2PB4T2dcdgRxu4OApfqrTziWmC2y8kvg56pWdpll72S8QBH3VqgDGdPPTjPaomKpycnpqaitTUVEgksqmYLVu2rHSjCCGGSdF6ja3c7PR3HcdSAS/8CTAvTnGinQTA/L9j0bm5i0ptb+9hL7i9rUdJwFt3Kh5hh2NlZmlGzOtKaQhapPYyZBcvXsSoUaNw69YtlD2V4zgUFxdrtIFVgZYhI0SzFC0/pnfLkpUKeMkFgP8FTq6XJ0Sd5b7K3tMLal0XPwx6A+tOx8vd/9TW+pnVnVaXIRs7diyaNGmCjRs3wsnJiZYgI4TwSg/VCQUFXeaVyRWDLZOWkJAnP6wpRMRBrUklPwx6AyP96uNCYjravqqUnpyZh7DDsXLH0ixN7VM76N27dw+7du1Co0aNtNEeQoiB0ucVVuTa1scbgwuTZPLwLIyAkiQK5YGPMeD0nadqvbZWbnYyE1cSnuVAaIxNBPUCKlGf2snp3bp1w5UrV7TRFkKIgVJacFXH7Tpw9THm7SrTtv23kPxMNvE8pxgoL+ABJWGx9GuryPqhQgVaAWBuTy/q5WmZ2j29DRs2YNSoUbh+/TpatGghVyW9b9++GmscIcQwKFuNRRv13WSGKRUo3bsrqxhATBZgZ/w6+Vwo8VwR6Ws7fedphXq3ZSf8iLiSgDexs3CRWaI5age9qKgoREZG4vDhw3L7DHUiCyGkcqqqUrqqQ6jKVjcpwTD5DgeUST4vnXguVL5HyojjYG4iqtT6oYoWkSbapfbw5pQpU/Dhhx8iOTkZEolE5ocCHiE1k1D5G02nJCgaQr3yIF1ueFHZ6iYlOKBU8vn8OA7JBSWJ5xEzO2H7+DcROe8dDGxdV+5M6WvLKSyu9PqhLjZm8GtYmwJeFVK7p/f8+XPMmDEDTk5O2mgPIcRAabvnomgItf+qs3LVCBStbqJIMTgkcmZw8fODi1gMF8eSILvnkuxqKhyAhX290bmJA/DqObXduyWapXZPb+DAgThx4oQ22kIIMXCley6aLBCbnJmHtJxCwbttQtUIXvc8yx4lzAiAx1ttAbGY3yYUZBmAL/bdhH/YcZy+81TrvVuieWr39Jo0aYKQkBBERETAx8dHbiLL1KlTNdY4Qohh0mT6grIJKWWVnjwzuKUTOj+PQ+KzHFzNBsISS5cFYq+qPHAwArCkrzdcHGXXDbUwMZKrBCElDbAR87rSCioGRu0VWTw9PRVfjONw7969SjeqqtGKLIRoTnJmHvzDjssN+1VkpZErD9LRf/VZwZw2IfzzmIrk6uElF5TM2GQc0MaqZFsiZw6Pt9rKBTxVA606K7MQ7dHqiiwJCQkVbhghpPpTNX2hvNSD8OgkzNt1rZyByZJ7NDLliQQCHlCSltDbodQGKyu4+PnJDGlK21U24AndH6T7d4ZJ5aD31ltvoV+/fujXrx8ViyWEKKRK+kJ5w5/SwFNewDPiOOye5IfcQknJ8KKpCMknIpHwNEem+GtpyQVAAmcOz2a+cCkV8KRB+Hl2gVyAkzCgc+M6OH33Gb+tv68rDWcaIJUnsowfPx5RUVFo3bo1vL29MXfuXERGRsotOk0IIR918uS/XMpO8FBl9RZFKQevEw1KrjunZ1PkFBbzAS9852n4n8zFsBsi+F/gEP5E9vzwJ4D/BRGGRefDf1kEwqOTSrZHJ8E/7DiGrT+HaTsuy02YEXHAmVIBDwD2Xnqs8xVniPpU7umNHDkSI0eOREFBAY4dO4Z9+/bhgw8+QHFxMXr37o2+ffsiMDAQZmb0lw8hNVXZHtwEgXpwioY/Y+6no3fLkuOEeosiAHsmd4SjtSkSn+Ui4u5ThB16XZZnbhNjLL1dKFP8dX4c0NmWwUVc0sMLiRNBWgxNGmy9nK3Kreo+tpMH1p+RvbVDi0MbJrVTFsRiMXr16oV169bh8ePH2L9/P1xcXLBgwQLUrl0b7733HiIjI7XRVkKIHhPqwW2MkJ8DoGjdyeA/LvE9L6Fk99AgH7RyKyk6e/VRBladjJdJVwgrFfCkisEhMb/k3wmcOWSrfyqv6r5ymC+2j38TEfO6YmwnT7k2l3dPT5MpG0RzKlxEVqpDhw7o0KEDvvnmG8THx2P//v1ITk7WRNsIIQZE1Qks0oBWdrIIAxCy+xq8nK3Qys1OYbK7orI8jE8weB2djMDgYQrAygqezXwhuhAhd6/RU0HgqmdnJlMZQZ0iuPpccaKmq3TQK61hw4aYMWOGJi9JCDEQyiawlJ2p2bmJAyZ3bYiVx+NlriFhQP9VZxEWVBIkhOrvXUhMU5LC8DrwGYFhSSMGlzpWwKuVVoQCl5mJ8NdgbqFsv1DVFWcU3bNUdU1Ool0qBT07OzuVi8WmpaVVqkGEEMNUtnKANKiUrUQwwLcu9lx6pDAHrmyPrzRpGoNyJYFvsBND53oWSG7mi4SHL+BZRyIYuJIz8wSDtbmJCGfjn8mkVKhSBLcqK04Q9amUnP7bb7+pfMFRo0ZVqkG6QMnphGhOcmYeH1QAyCWqq4oD+B6f9LrC11Je+FXa91M2zBgenSQTrPv7uvKBWd3hSU0m5xPVqPMdrvaKLNURBT1CtONs/DMMW3+uwueXDhbKr1V+xfOy1ytLGqzNTUQYsPpspYJW2SC6ZGALuqenRVpdkaW0/Px8FBYWymyjoEEIkbIwMSr3GCOOw5weTbH0SKzSYUFPK2N+9RV58pNYhCgbZpQOXZ6Nf1bp4Umqlae/1E5ZyMnJQXBwMBwdHWFhYQE7OzuZH0IIkXqQrny6vrQXNLFLQ6wf2UbwmNzCIqCgAC43L2GAowSKKyaU39PjOJS7dJhQSkVFlhyjWnn6Se2gN2fOHBw/fhxr1qyBWCzGhg0bsHjxYri6umLLli3aaCMhxEApu3syobMnIuZ15Yf9/ndPeBLcR1suInznaSQ/e4HdqaXXZFFM0RGq3MypioK4RHfUDnp///03Vq9ejaCgINSqVQtvvfUWPv/8cyxZsgTbtm1T61qnT59Gnz594OrqCo7jsHfvXpn9jDF88cUXcHFxgZmZGQICAnD37l2ZY9LS0jB8+HBYW1vD1tYW48aNQ3Z2trovixCiBW097BUGoPWnXyeuJ2fmCSayAyWBKuR6AVY8KF0aSLkp7zRSuE+VyuaD27kjYl5XPjmd7sdVH2oHvbS0NDRo0ABAyf07aYpCp06dcPr0abWulZOTg1atWmHVqlWC+7/99lusWLECa9euxblz52BhYYHAwEDk5+fzxwwfPhw3btzA0aNHceDAAZw+fRoTJkxQ92URQrTAxcYMYUE+gvsYgIuJ6QAUr7UpJQGH7U9UC3hGHIdu3o6Cq76IUP7wphQNT1ZPage9Bg0a8OWFvLy88OeffwIo6QHa2tqqda2ePXvi66+/xoABA+T2Mcbw008/4fPPP0e/fv3QsmVLbNmyBY8fP+Z7hLdu3cKRI0ewYcMGdOjQAZ06dcLKlSuxY8cOPH78WN2XRghRg7JltkrvG9zOHV/1by54jbPxJYs4e9axqMSgpaw5PZqilZsdQgf6oHR6MQcgNMiHglgNp/bszTFjxuDKlSvo0qUL5s2bhz59+uDnn39GUVERfvzxR401LCEhASkpKQgICOC32djYoEOHDoiKisKQIUMQFRUFW1tbtG3blj8mICAAIpEI586dEwymAFBQUICCggL+cVZWlsbaTUhNoGyZrbL75vb0gquNqeB1tp9/gCndGuP0nacaa1vLerYAXs+gjLmfDsaANh52FPCI+kGv9DJjAQEBiI2NxcWLF9GoUSO0bNlSYw1LSUkBADg5Oclsd3Jy4velpKTA0dFRZn+tWrVgb2/PHyMkNDQUixcv1lhbCalJhJbZCtl9DeYmRnC3N5fbF3pIfp1MKQZg5bE47IhOKrd2nqpyC4v4f7vYmPGVGwgBNLD2Zv369VG/fn1NtKXKhISEYObMmfzjrKwsuLm56bBFhBgOoftvEgZM2X6Zz5ZTx47oJAX381RLOC/r6oNMdPN2Vvs8UjOofU9v6tSpWLFihdz2n3/+GdOnT9dEmwAAzs4lv7RPnshWgXzy5Am/z9nZGampqTL7X758ibS0NP4YIWKxGNbW1jI/hBDVKCoNBKgf8IBX9evKbOMqGPAAwMFaoFw6Ia+oHfR27doFf39/ue0dO3bEX3/9pZFGAYCnpyecnZ1x7NgxfltWVhbOnTsHPz8/AICfnx8yMjJw8eJF/pjjx49DIpGgQ4cOGmsLIeS1snlslWXEAfOaGsPoVcgUgeEdO4aKhVCgm7dT+QeRGkvt4c3nz5/DxsZGbru1tTWePXum1rWys7MRFxfHP05ISMDly5dhb28Pd3d3TJ8+HV9//TUaN24MT09PLFiwAK6urujfvz8AwNvbGz169MD48eOxdu1aFBUVITg4GEOGDIGrq6u6L40Qg1K2XE9Vkk4SOXbrCT7fe6NS1/rYsxZ8ahVgd0vghySG0xkcjqWLUBL0VO/xSReopskqRBm1g16jRo1w5MgRBAcHy2w/fPgwn7+nqgsXLqBr1678Y+l9tlGjRmHz5s2YM2cOcnJyMGHCBGRkZKBTp044cuQITE1fzwTbtm0bgoOD0a1bN4hEIgQFBQkOvxJSneiiSGnZIOtiY4b7z8tP9C7PqntFWAUROLBXfTtpkCs/2HVt6oD329Sj2ZlEZWpXWfj1118RHByM2bNn45133gEAHDt2DD/88AN++uknjB8/XisN1SaqskAMiS5K1wgF2c5NHBSWDVK8MLRmcQDOhrxDwa6GU+c7XO17emPHjsUPP/yAjRs3omvXrujatSu2bt2KNWvWGGTAI8TQKCtSqg2KKoFfSEwTDHjDOrghMuQdfN7bWyvtKY0B2BSRqPQYZUn0pOZRO+gBwCeffIKHDx/iyZMnyMrKwr179zBy5EhNt40QIkBTVQBUpSjIijhOcBbn9nMPcPrOU/Ru6aJwlqcmbYi4pzCghUcnwT/sOIatPwf/sOMIj07SfoOIXlM76G3fvp3/t4ODAywtLfnHs2fP1kyrCCEKVXUVAKElwkQcUM+upB1lAxtDSU8QgIJZnhVPQ3/DTX4SnYQJLyKtqIdKPb6aTe2g98knn+Dw4cNy22fMmIGtW7dqpFGEEOWqsgqA0BJhEgYMWH0WALB8yBty+6XDrXw7R7fGvjdN8bmHBMITVFQLhEGt6wnk9AkvIl3Vw8DEMKgd9LZt24ahQ4ciIiKC3zZlyhT8+eefOHHihEYbRwhRrCqqACRn5mHermuCIUnac3K3NxcMY1uiEkvaaSqCX8pttDLKRe86JXl48lQbB/1i/w35sxWcWtXDwMQwqB30evfujdWrV6Nv3764ePEiJk2ahN27d+PEiRPw8vLSRhsJITpy8X660j5YMWN4kJYneMzh6yk4duUhEBUFvHjBb/e3rXjiudBcc6ZgeLOyw8A0AaZ6qtDam8OGDUNGRgb8/f3h4OCAU6dOoVEjxUUbCSGGqbyMJiOOQ+LzHIX7x22/gqWNJBjsBIQ/AULiOEgquLyYsjYo6r1Jk+gTn+XCo465ygFPF3mQpGqoFPRKL85cmoODA1q3bo3Vq1fz2zRZXogQolvSyudCoc+I49Df1xU//HtH6TVC4jjUqcU0FvA4DuBYSR6gKr03aSK9qhRNgOncxIHyAasBlYLepUuXBLc3atQIWVlZ/H5OQ2vxEUL0g7Tyeciua5Cg5H7I3F5eqGtjhvTcQnyxT+AeWxkScBgXC1R0AenSRHidGK9u701VyibAUNAzfCoFPZqgQkjNVboYq4QxPM7Ix9QdlxSUA1JE2l+sWOATccBHnRpgTCcPPvBoM0VDxEFuxRuaAFM9VLqeHiGkekvOzMOmiASsP5NQbq+OAzDSWYLfU4SGMisW8Bb09kavli5V1suSToCZv/s6ihnTeh4kqVoqBb2PP/4Yn3/+OerVq1fuseHh4Xj58iWGDx9e6cYRQqpW2UWlS0/oUAUD8HsKhzetGc5mAbKBTv2enhHHVTrgVaQaRUUnwBD9p1LQc3BwQPPmzeHv748+ffqgbdu2cHV1hampKdLT03Hz5k1ERERgx44dcHV1xS+//KLtdhNCNKzsjMW5Pb2w9HBsuQGv7FCgBJxAwBN6/JoRx2FOz6Z4nl2ADacTVJ6kUp7KzMJUdwIMMQwqV1l48uQJNmzYgB07duDmzZsy+6ysrBAQEICPPvoIPXr00EpDtYmqLJCaRKjnI1S5oWwwEyLigJ6ORjj4pFil536/dV38FfNI7hp7JnVEKzc7vi2a6GHpohoF0Q11vsNVvqfn5OSEzz77DJ999hnS09ORlJSEvLw81KlTBw0bNqSZm4QYAEU9H6EZi8oCXnDXhigsKML6s0mvAl7ZoUvhoUwvF2sAskFPwoDcwteFiDTVw9L0LExdFu0lmlOhiSx2dnaws7PTdFsIIVqkLP9MaMaiMqtOxpdZHeX17EwRGHrYMxxKk24vYcRxSM8tlLuWtmZGanIWJiWrVx8VKi1ECDE85fV85vbwUnmaifBNkddnd7EHQpqa8F8w0nt2a07Gy501p0dTrfScNFWNgqo1VC+UskBINVZ6SE5Zzyc8OglLj8RWoujPaxJwmB/HIWJmB/QdaMLfnxMKugDQsp6tBp5VmCZmYVKyevVCQY+QakpoSE4o/wyAWmkJqigGkPjiJfwcbWQCgy6Svit7j5CS1asXGt4kpBpSdv+ubB0+RT0wYaodKBQUqrr4raYYaruJMLV7egsXLsTYsWNRv359bbSHEKIByobkpDX4pKVzLEyM1JrEEmgnwT/pHMrO1uTAgUF5UNBG0ndVzKqkZPXqQ+2gt2/fPnzzzTfo0qULxo0bh6CgIIjFYm20jRBSQeUNya07FY+wwyX38EQcMMC3LnaVyZ8TxuGf9JL/vk5LYGhtI8Kqcf5IfPGy3KCgyaTvqpxVScnq1YPaw5uXL19GdHQ0mjdvjmnTpsHZ2RmffPIJoqOjtdE+QkgZqhQ3VTYkt+50PEIPv560ImHAbpUCnhQn998rWQwQm2i9kntpNKuSVESFJrL4+vrC19cXP/zwA/7++29s2rQJ/v7+8PLywrhx4zB69GjY2Nhouq2E1Hjq9Gw6N3HA8qFvAAxo42HHD2mGHY6VO7ayc1iKX1Uvr8qeEM2qJBVRqYksjDEUFRWhsLAQjDHY2dnh559/hpubG8LDwzXVRkII1OvZhEcnwT/sOIL/uISpOy7h14gE/t6XagsPqqfsxBVVeqOVJR3CVdYOQsqqUNC7ePEigoOD4eLighkzZsDX1xe3bt3CqVOncPfuXXzzzTeYOnWqpttKSI2mrGdTmlBwXH8mAR1DjyPy7jMNlHKVVzrBXBpwh60/B/+w4wiPTtLCM9KsSlIxag9v+vj4IDY2Ft27d8fGjRvRp08fGBkZyRwzdOhQTJs2TWONJIQIT04RcYC5iezfropSEBhKlg/TBmmCubJUCW0EI5pVSdSldk9v0KBBSExMxMGDB9G/f3+5gAcAderUgUQiETibEFJRZXs2QElQ6b/6LNadfh3MPOtYaLg3p3w8tPSQoqq9UU1ysTGr0gk0xLCp3dNbsGCBNtpBCFHB4Hbu8HK2Qv9VZ/lQxBgQeigWyel56N7CGRYm8n+IVo58CJX2OMsOKdLqJUTfqR30Zs6cKbid4ziYmpqiUaNG6NevH+zt7SvdOEKIvJzCYsG+1+ao+9gcdR8cV9HZmNKzygY52TJBRhyH3ZP8kFsokRtSlPZGyy51ZihJ6KT6U7mIrFTXrl0RExOD4uJiNG3aFABw584dGBkZwcvLC7dv3wbHcYiIiECzZs200mhNoyKyxJAkZ+ahY9hxtWZhSlPJFWPoasdwQm6lFVnSIFZeAri6hWDLC2hU2ocoo853uNpB76effsKZM2ewadMm/uKZmZn46KOP0KlTJ4wfPx7Dhg1DXl4e/vnnn4q/iipEQY9oi7Z6J+tOxyP0kHy+XeUIF36VWtDbG71aumi8l1VeQKMK6KQ8Wg16devWxdGjR+V6cTdu3ED37t3x6NEjxMTEoHv37nj27Jn6rdcBCnpEG7TdO/nun1isOqGd2ZhlcQDOhryjsSAj/WPAwsQIA1afVRrQzsY/w7D15+SusX38m/BrWFsj7SGGTZ3vcLVnb2ZmZiI1NVVu+9OnT5GVlQUAsLW1RWGhfIVkdRUXF2PBggXw9PSEmZkZGjZsiK+++gql4zRjDF988QVcXFxgZmaGgIAA3L17t9LPTUhlVMUSWbMDvTC0vZvGrqdsADQsyEej62VK8/j6lwl4gPxsT0pCJ5qkdtDr168fxo4diz179uDhw4d4+PAh9uzZg3HjxqF///4AgPPnz6NJkyaVbtzSpUuxZs0a/Pzzz7h16xaWLl2Kb7/9FitXruSP+fbbb7FixQqsXbsW586dg4WFBQIDA5Gfn1/p5yekoqpq6v7Ubo3lBiTVS1dgr84RHtoc6++BqJB3NNJDTc7Mw4GrjzFv1+s/BoTGmcoGNEpCJ5qk9vBmdnY2ZsyYgS1btuDly5cAgFq1amHUqFFYtmwZLCwscPnyZQDAG2+8UanGvffee3BycsLGjRv5bUFBQTAzM8PWrVvBGIOrqys+/fRTzJo1C0BJT9TJyQmbN2/GkCFDVHoeGt4kmlYV96GkQ4TXHmbi2yO3UcyYWiWCAMDfWoLILOnkFflZmppqb+mhXiEiABIonyij7uQYUnOo8x2uVspCcXExYmJi8O2332LZsmW4d+8eAKBBgwawtLTkj6tssJPq2LEjfvnlF9y5cwdNmjTBlStXEBERgR9//BEAkJCQgJSUFAQEBPDn2NjYoEOHDoiKilI56BFSUYomqmhz6j4gf79wbk8vtKxri/1XHmH7+QcqXoUhMqv0YI9swNNkqoGygKcsBaI0Ku1DNEGtoGdkZITu3bvj1q1b8PT0RMuWLbXVLgDAvHnzkJWVBS8vLxgZGaG4uBjffPMNhg8fDgBISUkBADg5Ocmc5+TkxO8TUlBQgIKCAv6x9F4kIeoob6JKZZfIUhRQhe4Xfnv4NnZP8kN4tKoBD1A0EKrpWZrKKrNLg2srNzuNPBch5VE7Ob1Fixa4d+8ePD09tdEeGX/++Se2bduGP/74A82bN8fly5cxffp0uLq6YtSoURW+bmhoKBYvXqzBlpKaRtU1JivaO1EWUBXdL9x7+ZFaQ5tCjDhO42kJitYMXTHEly95REhVUXsiy9dff41Zs2bhwIEDSE5ORlZWlsyPJs2ePRvz5s3DkCFD4OPjgxEjRmDGjBkIDQ0FADg7OwMAnjx5InPekydP+H1CQkJCkJmZyf88eKDOX8eEaHeiSnkzPy1MjAT7aJsi71fqeUWARoY0y5YVEpqIEjrQB++1cqWAR6qc2j29Xr16AQD69u0LrtTCt4wxcByH4uJijTUuNzcXIpFsXDYyMuIXs/b09ISzszOOHTvG30fMysrCuXPn8Mknnyi8rlgshlgs1lg7Sc2jaH3L3MIi/t8VTUxXFlBP33mKkN3XKl30tTQRB3zUqQHGdPKodBBS1EOlaghEX6gd9E6cOKGNdgjq06cPvvnmG7i7u6N58+a4dOkSfvzxR4wdOxZAyXqf06dPx9dff43GjRvD09MTCxYsgKurK58+QYg25BQK/3H30W8XERbkAwAVTkxXNBx4NzULi/bfrPQQJgB0qyPC1AFt8CD7JcABbepXfpixvCFfmohC9IHaKQtV6cWLF1iwYAH27NmD1NRUuLq6YujQofjiiy9gYmICoKSHuXDhQvzyyy/IyMhAp06dsHr1arXyBCllgahLKCVBSsSV5J+V3qXu9P/w6CR+5if3KptAk/+jcgAGtq6LPZceaWzFGFo5heiKVpchA4AzZ85g3bp1uHfvHnbu3Im6devi999/h6enJzp16lThhusKBT1SEeXlnpWlypd/6SHR1Kx8HI9NxfJjcWq2TPkamopUNi/vyoN09F99VibhnNbIJFVBa3l6ALBr1y6MGDECw4cPR0xMDD/1PzMzE0uWLMGhQ4cq1mpCDIxQbTtAcU+vvGWzSgdRachSFk8VJ6JXrISs9L5hZWablg14tHIK0TcVmr25du1arF+/HsbGxvx2f39/xMTEaLRxhOiDsrMRS2vlZoewIPmZiWW3lfflX/Z+GIPigCcCsGqYL/ZM6ii3JmVlVHQ9S6HkcxGA3ZP8qPwP0Ttq9/Ru376Nzp07y223sbFBRkaGJtpEiN5QpVKCopmJ6sxWVJbAXRoHIDTIB71bugIFBZjbxBhhtwvByundiThggG9d7L30mF8hpr+vq8zjivbKhNouAZBbKFH7WoRom9pBz9nZGXFxcfDw8JDZHhERgQYNGmiqXYTonKoJ6IBwEro6sxWFZmwK4gAvZyugoADhO09jqQoBDyhJBH+vlStmBTaVCcRlH1eEUNupCgLRV2oPb44fPx7Tpk3DuXPnwHEcHj9+jG3btmHWrFlKc+MIMTRVVSkBkE/g5jjhO3OMAf1XncW6P04h5HoBJCoEPBGANh52/PP4NazNB7iyjzXRdrqXR/SZ2j29efPmQSKRoFu3bsjNzUXnzp0hFosxa9YsTJkyRRttJEQnqroHU3aYNDUrX26SDFByr0+VIU2puT29tB6AKPmcGIoK5+kVFhYiLi4O2dnZaNasmUyVBUNDKQtEkdL5csrK3pRH2eosyvYpT4sQSk14vU1afWFi54Zqt5cQQ6L1PL3qhoIeUaa8Om7lLTe27nQ8wg7HgglMhlFlosyVB+mCPb7X8ztlAx8t5kxqGq3m6eXk5CAsLAzHjh1Damoqvw6mlLTGHiGGrGwgUxQ8ygta607FI/RwLP+49GQYAJi36/U6moomyrRyNMdHHrWwPvFlmWcXHt6UMKC2pZgCHiEC1A56H330EU6dOoURI0bAxcVFZtFpQqoDVXpfQPmzO5Mz8xBWKuBJSSfDHI99Itd7k0sQLygAoqIwtk4h1idKK5wrRzMnCVFM7aB3+PBhHDx4EP7+/tpoDyE6pU6agrLZnS42Zkh4liOYYC7iAHMTETZGJMjvA/iAlZyaiYQzF+DJcvF9kmrtp5mThCindtCzs7ODvb29NtpCSIVUtISPkPICWWnlze5UlHs3t6cXcgqLBSen9PJxRmpWPlb+G4s/Lj4GAHDgXgXP0r082UksdB+PENWonaf31Vdf4YsvvkBuruZzlQhRV3h0EvzDjmPY+nPwDzuO8GgVu0QKSANVaYqGC8vLTyu7XwQg5NVsSqHnAYAD11LQb9VZPuABeJWaUPZgjt9CRVkJUZ3aszd9fX0RHx8Pxhg8PDxk1t8EYJDrb9LsTcMkVN5HE6v6q5umoMrsTqH9pZ+nIjYObQVzSzPKiyM1nlZnb1JxVqIv1BmKVIe6idblLTemaL/0eQ5eTcbXB2+p0LLXQ5pvNbRHM4/KraRCSE1EeXqgnp6h0lZPr6opK0hbVgNz4N6rOwuaKPxKSHWgzne42vf0ACAjIwMbNmxASEgI0tLSAJQMaz569KgilyOkQqrLmo8upiKENjeBET/XU3H0u1fqVrp0Zqm05JGyEkiEkBJqD29evXoVAQEBsLGxQWJiIsaPHw97e3vs3r0bSUlJ2LJlizbaSYggg1/z8VUe3mCbfHRuCyTmM5iLgIf5DLtSgeMZyv8ulQ7nnr7zVKXcQkJqOrV7ejNnzsTo0aNx9+5dmJqa8tt79eqF06dPa7RxhKhCE5UCNE2lXldBAZJPROLsgxdILgBcxICfDdDKCujtAHzTCHyygiIiDoh7+gLzdsnnFlKPjxB5age96OhoTJw4UW573bp1kZKSopFGEWLIVEqjeFUPz/9kLobdEMH/AofwJ7KHuIiBsBZiGL3KTTDiOAS1rovSiyBJGLBg7w2FK7sQQmSpPbwpFouRlZUlt/3OnTtwcHDQSKMIMVQqrehSUIArhyMw73oBXx5IAg7z44DOtgwu4lcXs7LC4O5+6NxHwg/fAsDumPLvndNSZIQIU7un17dvX3z55ZcoKioCAHAch6SkJMydOxdBQUEabyAhhqS8wrPJqZlYsukk+v0vT64eXjE4JOa/emBlBfj5AWKxzPCtoqXNSjPUCT2EVAW1e3o//PAD3n//fTg6OiIvLw9dunRBSkoK/Pz88M0332ijjYQYDEVLk5mbiLBk/zWsP5sksKTYq+PA4GEKmYCnyvWlaCkyQspX4Ty9yMhIXLlyBdnZ2WjdujUCAgI03bYqQ3l6pDLKrv0ZHp2EkF3XIEHJUMqA1nWx59KjcvLwGJY2YhjcSHHAkxJayaUyBW4JMXRURFZNFPRIRQmVIQKgpNq5IgxRb5vDpau/0oAnJV3azNxEhNxCiWGmaxCiIVpdhoyQ6krdag1Ck1ZCdl8DY8rSyxXhkOjhDRcVAh5Q/tJnhBBhFPSIwVIUpCpSakjVwrGlCU1aUa93J+tqai78vCp+PiGkfBT0iEFSFKQqErzUKRxbmtCkEg4V6eWVWHo4Fn2pPBAhWlWhtTcJ0SVFQerKg3TB7eWtTFJemoEiQvXyKnODXMJACeWEaJlKPT2hZHRFaCII0TZFQSo6Mb3cUkNCQ5/lVUBXpnMTB/w0pBVEHIfI+Of441zFi9iKOFBCOSFaplLQs7W1BccJlHkWUFxcXKkGEVIeRUGqnYed0uClaOhT2mMrnWagSnJ36etVFoeS9tDQJiHapVLQO3HiBP/vxMREzJs3D6NHj4afnx8AICoqCr/99htCQ0O100pCSpEGqbLVzR2tTfFRJ09sOJMACWRXJlHpvp30hlyZv++Eeodlr1cZw9q7YUq3xmoHvIpM2CGkplMp6HXp0oX/95dffokff/wRQ4cO5bf17dsXPj4++OWXXzBq1CjNt5KQMsqWFDp95ylfiFXEARM6NcCYTh58MCjvvp2igLj/8mOEHY4tiYUcMK+nFyZ2bogLiWnlBjwOTOHqK1KrhvmidX07JDzLAQCtzjYlhFRgIktUVBTatm0rt71t27Y4f/68RhpFiCqka1IC8kFrY0SCzLHSIdHSpEOfigLi0sOxCH0V8ACAMSD0UCzGbD6PaTsul9M69mptTcUBTwTgYXpe+RUZylDUa6VSQoSUT+2g5+bmhvXr18tt37BhA9zc3DTSqNIePXqEDz/8ELVr14aZmRl8fHxw4cIFfj9jDF988QVcXFxgZmaGgIAA3L17V+PtIPpLUdCKuZ/O17RTVmVdKCByAPZefiz4fCdin6owrFn+PfC5vbyw9Ehslc02JYRUIE9v2bJlCAoKwuHDh9GhQwcAwPnz53H37l3s2rVLo41LT0+Hv78/unbtisOHD8PBwQF3796FnZ0df8y3336LFStW4LfffoOnpycWLFiAwMBA3Lx5U6bILdF/Fb1HJZgvxwHBf1wCg+zwn1CV9bL3CBUt6KxJG0e1gZlJLaWzTRW9H5WZbUpITVehtTcfPHiANWvWIDY2FgDg7e2Njz/+WOM9vXnz5iEyMhJnzpwR3M8Yg6urKz799FPMmjULAJCZmQknJyds3rwZQ4YMUel5aO1N3avsParSizCLOMgtBWbEcYiY11VpMJWuZ3k3NQtf7LtZiVdTvu3j34RHHXP+PmTZdp6+81Tw/ZAGwmsPM/HtkdsyE3nonh6pqarNgtPNmjVDYGAgHj58iFOnTqFu3bqYNGkSxo8fDwC4d+8eGjZsiEuXLuGNN97gz+vSpQveeOMNLF++XKXnoaCnW8mZeQq//NXp8UmD1rPsfEzZfllu//bxb/L3ABXRZBqCIqVfW+lgLQ1enZs4CL4fc3o05YdDRRwwt6cXWta1pcWmSY2n9QWnz5w5g3Xr1uHevXvYuXMn6tati99//x2enp7o1KlThRot5N69e1izZg1mzpyJ+fPnIzo6GlOnToWJiQlGjRqFlJQUAICTk5PMeU5OTvw+IQUFBSgoKOAfq5N8TzRP2T0qdb7MpYswJ2fmqT38l5yZh6M3U7Bw381KrapSOufBSmyEFwWyeatlC7wKDbkeuPpY8P0IPRzLP5Yw4NvDt9X+w4CQmk7toLdr1y6MGDECw4cPR0xMDB88MjMzsWTJEhw6dEhjjZNIJGjbti2WLFkCAPD19cX169exdu3aSqVGhIaGYvHixZpqJqkkTd+jUpTHJxQckjPzsCkiAb+cSRC4krpkk/ykAW/CWw3Qu6WzwhJApSsmhEcnYd6uayo9W0X+MCCkplN79ubXX3+NtWvXYv369TA2Nua3+/v7IyYmRqONc3FxQbNmzWS2eXt7IympZFq3s7MzAODJkycyxzx58oTfJyQkJASZmZn8z4MHDzTabqIeZTMrKyI5Mw9u9ubYPckP28e/iYh5XQXvd607FY+Oocc1FPAARTM2N5y5B0drU/g1rF3uPcWQ3ddU7mnS5BVC1Kd2T+/27dvo3Lmz3HYbGxtkZGRook08f39/3L59W2bbnTt3UL9+fQCAp6cnnJ2dcezYMf6eXlZWFs6dO4dPPvlE4XXFYjHEKtYtI1VD0cxKdQlNiBG6j7fudLzMcKE2SQCVemRCw7yKVPYPA0JqKrWDnrOzM+Li4uDh4SGzPSIiAg0aNNBUuwAAM2bMQMeOHbFkyRIMGjQI58+fxy+//IJffvkFAMBxHKZPn46vv/4ajRs35lMWXF1d0b9/f422hWhfZQujqloiKDkzD2GH1Al4AmuTqUEE1RaSFhrmlbsWB6wY4os2HnYU8AipALWD3vjx4zFt2jT8+uuv4DgOjx8/RlRUFGbNmoUFCxZotHHt2rXDnj17EBISgi+//BKenp746aefMHz4cP6YOXPmICcnBxMmTEBGRgY6deqEI0eOUI5eNaJq/l55E2Kk1/kzOkmNySqVC3gcgNAgxQtJl35tAGTWDi1bm4971XN9r5VrhdtDSE2ndsoCYwxLlixBaGgocnNLVoAQi8WYNWsWvvrqK600UtsoZUF/qZO/d+VBOvqtOiu3feOoNniWXViBVITKBTwA6OXjjNXD2wjuK/3apM8iTab/6NXaoQBwMTEdHAe0rk+9O0KEVEmeXmFhIeLi4pCdnY1mzZrB0tKyQo3VBxT09JO6+Xtn459h2PpzcttLBxRd2De5I1q52clsE3ptpVUkT5GQmkqd73C1Z2+OHTsWL168gImJCZo1a4b27dvD0tISOTk5GDt2bIUbTUhZ6qwxmZyZh7ScQsF+GYPuAh4AXEhMl9tW3qQVWkuTEO1QO+j99ttvyMuTXxA3Ly8PW7Zs0UijCAEACxMjuSAmNE0/PDoJ/mHH+bU29U3p9iZn5uFs/DNYmBjJLXJdGqUjEKIdKk9kycrKAmMMjDG8ePFCZqJIcXExDh06BEdHR600ktQ80vtdZdfPLDtNPzkzD/N2qZ7bpgvjt1xE6EAfAJC5PznAty72XnqMYlZShAiv1gyldARCtEfloGdrawuO48BxHJo0aSK3n+M4WuWEaIRQVXKOA34Z2RrdvGUXHbh4P12vAx5QkoIQsvuazCLYEgbsvfQYuyf58Su1AKh0niIhRDmVg96JEyfAGMM777yDXbt2wd7ent9nYmKC+vXrw9WVplKTyhO638UY8NFvFxEWJDt7U4/XS5chdP+umDHkFkpkkucp2BGiXSoHvS5dugAAEhIS4O7uDo6r3FRuQhRRlKTNIJ9s3tbDXv4CekhRuSO6b0dI1VJ7Isvx48fx119/yW3fuXMnfvvtN400itRsp+88haIOXNlZjafvPK1kJl3FiFCSirA06PWaoYoYcRxCB/ogLEhz64sSQipG7RVZQkNDsW7dOrntjo6OmDBhQqWqHxBS3sSU0r0jdRdo1hQRSmrZ5RQWo3MTB0TM64rEZ7m4+jBDprDrnB5N0bKebL07TawvSgipOLWDXlJSEjw9PeW2169fn69+QEhF/RqRoDTgle4dqbNAs6aIOOCTtxvKFHOVrhLj17A2+r7hqjSoVXZ9UUJI5agd9BwdHXH16lW5BaevXLmC2rWVV6UmRJnkzDxsjJAv88MB+HmYr9wyXHmFLzX0zKotNybt4S09HKtwUWsKaoToN7WD3tChQzF16lRYWVnxJYZOnTqFadOmYciQIRpvIKk5FPXcxnf2RO+WsjOD1Sm2Wj4VAh4H7JnUETmFxRqp8k4I0Q21g95XX32FxMREdOvWDbVqlZwukUgwcuRIvsI5IRUhNGtTxAFj/GWH06s6IV06rNrKzQ7JmXkarfJOCKlaas/eNDExQXh4OGJjY7Ft2zbs3r0b8fHx+PXXX2FiYqKNNpIaQqiCeuhA+bI8VZmQPuGtBjKV1zVd5Z0QUrUqXGWhOqEqC/olOTNP6WSQwevO4lyC/CLO2sBxwNl578i1Q1EbVa39RwjRHHW+w1Ua3pw5cya++uorWFhYYObMmUqP/fHHH1VvKSECSk8GKRtErjxIr7KAB5QklMfcT0fvlrIBTGjCijq1/wghuqFS0Lt06RKKior4fytCq7QQTRIKIln5RVXeDlXGQsquF1p2VichRD+oFPROnDgh+G9CtEVREAkLalGl7eAAtPGwU3pMcmYeDlx9TLM6CTEAas/eJKQi1L3XpaiA7Jy/NJWmIGvVMF/YW4hx9VEGlh6KhQQls7xCg+Qn0pRWujdaFs3qJET/qBT0Bg4cqPIFd+/eXeHGkOqpIve6lC06rQ317MzQys2uZFWVVspXVZESKoEkRbM6CdFPKqUs2NjY8D/W1tY4duwYLly4wO+/ePEijh07BhsbG601lBgmRcOUyZl5Ss8rmxqgbbmFEpnn9mtYu9yApSiZfkFvb5k0Bylp1fTyXjshRHtU6ult2rSJ//fcuXMxaNAgrF27FkZGRgBKKqdPmjSJpvsTOYqGKcu715WcmQcLcS181NkD607JL02mSSIOFRqGVJRM72gtljuWZnYSoh/Uvqf366+/IiIigg94AGBkZISZM2eiY8eO+O677zTaQGLYhAKDEcfB3ESEA1cfgzHG18ST3vM7fedpuSuucNDMUCeHkvU0KzIMefrOU7mALmHAlO2XZQIbzewkRH+oHfRevnyJ2NhYNG3aVGZ7bGwsJBKJgrNITSUdppy/+zpfcqe/ryv6rzorE7SkQUyo2KqQiR5GWJv4EqqsmykksJkT/r35BAzA0sOxsDUzVqvnJQ1kipQObBXt7RJCNE/toDdmzBiMGzcO8fHxaN++PQDg3LlzCAsLw5gxYzTeQGL4vJytMKlrAzhZm8Knrg0GrD4rF9Skj1UtFVSZgNf/DRfsv5Is85zq9rxUKWskDWyKers0s5OQqqd20Pv+++/h7OyMH374AcnJyQAAFxcXzJ49G59++qnGG0gMT+n0hO//uY1dMY/4fW81rqOBGniqlQISwgHo5u2EvZeTZbar2/NSNLu0NGlgE+rt0sxOQnSjUmtvZmVlAYDBT2ChtTc1p/SEDY5TbTWTqiLNu+vcxAH+Ycflel4R87qqFYjCo5Mwb/c1mdcoHaaVBrbSQ6blrSlKCKkYja+9WdbLly9x8uRJxMfHY9iwYQCAx48fw9raGpaWlhW5JKkGyk7YUBTwunk74Nitp1ppw+j29eDtZsf3qqSVzjs1cpAJNproeQ1u547OTRwQcz8djL1euUVRYKMCs4TontpB7/79++jRoweSkpJQUFCAd999F1ZWVli6dCkKCgqwdu1abbSTGABV7nMBQJcm2gt63m52fDBSWqlBhWNU4WJjJrgYNSFEP6ldT2/atGlo27Yt0tPTYWb2+n/uAQMG4NixYxptHDEs0vtcpQndeQs//1BrbQjZfQ3JmXkqJZirmoROCKk+1A56Z86cweeffy5XMNbDwwOPHj1ScBapCYQKrM7r5SUX+G4kZ2noGeW7lRIGfHPwJq16QggRpPbwpkQiQXFxsdz2hw8fwsrKSiONIoar7LBhwrMcLVY5F57BeeBqCg5dS6FVTwghctTu6XXv3h0//fQT/5jjOGRnZ2PhwoXo1auXJttGDFTpYUOhIU9NalVXeKaWqmt8EkJqFrWD3vfff4/IyEg0a9YM+fn5GDZsGD+0uXTpUm20kRiQ0osqS/P15vb00lrg+7J/C4UZe9LcO0IIkVJ7eNPNzQ1XrlxBeHg4rly5guzsbIwbNw7Dhw+XmdiiDWFhYQgJCcG0adP43mZ+fj4+/fRT7NixAwUFBQgMDMTq1avh5OSk1bbUVMrq4snk6L3aJl1azMnaFMmZ+RptS1DrunC0NsXQ9m744/wDuf206gkhpCy1ktOLiorg5eWFAwcOwNvbW5vtkhMdHY1BgwbB2toaXbt25YPeJ598goMHD2Lz5s2wsbFBcHAwRCIRIiMjVb42JaerRlmlgOTMPLmEb20rHVjLEkoOJ4RUT+p8h6s1vGlsbIz8fM3+ta6K7OxsDB8+HOvXr4ednR2/PTMzExs3bsSPP/6Id955B23atMGmTZtw9uxZ/O9//6vydlZn5dXFUzVHT5MYhAOeiAN2T/KjgEcIkaP2Pb3Jkydj6dKlePnypTbao/A5e/fujYCAAJntFy9eRFFRkcx2Ly8vuLu7IyoqSuH1CgoKkJWVJfNDlFNWKQAoydGrmnKv5ZMw2aKwhBAipfY9vejoaBw7dgz//vsvfHx8YGFhIbN/9+7dGmscAOzYsQMxMTGIjo6W25eSkgITExPY2trKbHdyckJKSorCa4aGhmLx4sUabWd1Z0iVAipaFJYQUv2pHfRsbW0RFBSkjbbIefDgAaZNm4ajR4/C1NRUY9cNCQnBzJkz+cdZWVlwc3PT2PWro/IqBWg3H089oQN9aJUVQoggtYPepk2btNEOQRcvXkRqaipat27NbysuLsbp06fx888/459//kFhYSEyMjJkentPnjyBs7OzwuuKxWKIxWJtNr3aKD1bs2ziOQCcjX8GzzoWKpXa0bYBb7hiTgWroBNCagaVg55EIsF3332H/fv3o7CwEN26dcPChQu1mqbQrVs3XLsmW516zJgx8PLywty5c+Hm5gZjY2McO3aM733evn0bSUlJ8PPz01q7agpFszVdbMzk9s3t4YWPOnliw5kESPC6xI6mGHEcxnXywC9nEuT2cQDm9fLCxM4NNfiMhJDqSOWg980332DRokUICAiAmZkZli9fjtTUVPz6669aa5yVlRVatGghs83CwgK1a9fmt48bNw4zZ86Evb09rK2tMWXKFPj5+eHNN9/UWruqo7L5d0KzNUN2X0PnJg5IzcrHvF3XZCqPhx6OBVASACd0aoCi4mJsOnu/0u2a/HZDdGpcUhYoNStfMOhtGNUG3bwV9+wJIURK5aC3ZcsWrF69GhMnTgQA/Pfff+jduzc2bNgAkUjtSaAas2zZMohEIgQFBckkpxPVCfXo3OzN5YYqJQyY+9dVnIl7prAXJ2HAhoh7eNe78osDDOvghtk9vPjHCc9yBI8zNzGu9HMRQmoGlZPTxWIx4uLiZCZ8mJqaIi4uDvXq1dNaA6tCTU5OF0oqN+I47J7khwGrz+rsHp2IAyLnvSNzf05RW9WteE4IqV60kpz+8uVLuRmUxsbGKCoqqlgriV5QlH+XWyjBuE6eOmmTEccJzsAUKl1UkYrnhJCaS+XhTcYYRo8eLTPrMT8/Hx9//LFMrp6m8/SIdinLvxv7amJKVXX2St+/UxTINFXxnBBSM6kc9EaNGiW37cMPP9RoY0jVKy//LizIByG7rkHb65uEqDH70sXGjIIdIaRC1Fpwurqqyff0pJIz85D4LBfmJiLkFBbLVFGYv/uqYBUDTZj2TiMM6VCyRqai6g2EEKKMOt/haienk+rJxcYMp+88lZvF2bmJg9YCHgdgSAd3weelxaIJIdqgu1wDolcUVVFYeTxOK8/HoWToFIDS6g2EEKJJFPQIAMWzOLefS9LK8+2d3BGD27mXW72BEEI0iYIeAfB6FmdZ2rjhG9LTC63c7BQ+r75WbyCEGD4KegSAfA6cUADUhJBeXpjY5fUsTcq9I4RUJZq9CZq9WVpyZh5WHrurlckrq4b5onV9O8FZmtLZo5R7RwhRF83eJBW29X/3tRLwjDgOD9PzMGX7JcFZmpR7RwipCjS8SXjrTsdj1Yl4jV/XiOMwp2dTLD0SS7M0CSE6RT09AqBkeDHsVXkgTWlV1xrzejWDRx1zpbM0qYdHCKkqFPRqOGkdvbScQmj67u4H7dzg17A2/1jRGp+EEFJVKOjVYKXr6HHQfLXzbqVq6pW3xichhFQFCno1VNkVWBhKgl7Z3lhFhfTykgtoVCGBEKJrFPRqKKF7bAxAv1YusLcQ49fIxApfe/LbDRVWTKBZmoQQXaKgV0MJ1dEDgL2Xkyt8vcTnOWAMWHMqHu61zWnRaEKI3qGUhRoiOTMPZ+Of8SkCLjZmGNzOTWPXv/8q4AGUjkAI0V/U06sBSk9YkSaFA8AODSShG3EcxnXywC9nEmS2UzoCIUQfUdCr5oRKBpV+XBkLenujV0sXAMCGiARKRyCE6D0a3qzmhCasaCLgcQB6tXThJ6bQotGEEENAPb1qTtGElcoa2t5dJqhROgIhxBBQT6+akysZpIFrcgCmdGsk+Fx+DWtTwCOE6C3q6dUApXthuYVFGPfbxQpfSwQgNMiHAhshxCBR0KshpPfezsY/q9D5G0e1gbmJMQ1dEkIMGgW9akC6aHTZwqxCrj3MVPv6IT290M3buaLNI4QQvUFBz8AJ5eApWgmlIuWDQnp5KVxSjBBCDA0FPQMmlIM3f/d1dG7iINPjk/YEfzsTr1YVhX2TO6KVm51mG00IITpEQc+AqVKYNTw6CfN2XVO7ZNDSIB8KeISQaoeCngETysErvRJKcmZehQLeqmG+6N3SVXMNJYQQPUF5egasvJVQLiSmqR3wRBzQuj718Agh1RP19AycopVQrjxIx3dqTloBSibCUEoCIaS60vueXmhoKNq1awcrKys4Ojqif//+uH37tswx+fn5mDx5MmrXrg1LS0sEBQXhyZMnOmpx1ZOuhAIAZ+OfYdK2i+i36iySMvLVus6+yR2pBh4hpFrT+6B36tQpTJ48Gf/73/9w9OhRFBUVoXv37sjJyeGPmTFjBv7++2/s3LkTp06dwuPHjzFw4EAdtrrqhUcnwT/sOIatP4dD11LUOpcDTVwhhNQMHGNMw0sRa9fTp0/h6OiIU6dOoXPnzsjMzISDgwP++OMPvP/++wCA2NhYeHt7IyoqCm+++Wa518zKyoKNjQ0yMzNhbW2t7ZegccmZefAPO672otItnC3xWZ8WtMoKIcSgqfMdrvc9vbIyM0tWFLG3twcAXLx4EUVFRQgICOCP8fLygru7O6KionTSxqomlLqgihmBTWmBaEJIjWJQE1kkEgmmT58Of39/tGjRAgCQkpICExMT2Nrayhzr5OSElBThYb6CggIUFBTwj7OysrTW5qpwNk799TRbu9vS0mKEkBrHoILe5MmTcf36dURERFTqOqGhoVi8eLGGWqVb607F4+cT8Sof725nioV9m1PAI4TUSAYzvBkcHIwDBw7gxIkTqFevHr/d2dkZhYWFyMjIkDn+yZMncHYW/mIPCQlBZmYm//PgwQNtNl1rkjPzEKpGWsLGoa1wem43CniEkBpL74MeYwzBwcHYs2cPjh8/Dk9PT5n9bdq0gbGxMY4dO8Zvu337NpKSkuDn5yd4TbFYDGtra5kfQ5OcmYfPd11R+fjR7euhW6t65R9ICCHVmN4Pb06ePBl//PEH9u3bBysrK/4+nY2NDczMzGBjY4Nx48Zh5syZsLe3h7W1NaZMmQI/Pz+VZm4aotKVFVTR1NECiwa20m6jCCHEAOh9ygL3aomtsjZt2oTRo0cDKElO//TTT7F9+3YUFBQgMDAQq1evVji8WZYhpSyom57wwRsu+G5Ia+02ihBCdEid73C9D3pVwZCC3oEL9xH813WVjh3Vvh4WUw+PEFLNqfMdrvfDm6REcmYeFu25in9iVUtP6OhpRwGPEELKoKBnAMKjkzB31zWVj/fzsMUfEztqsUWEEGKY9H72Zk2XnJmnVsDz97TD9o/9tdgiQggxXBT09NyiPVfVOn5OL28ttYQQQgwfBT09lpyaqfI9PAAIal2XKiUQQogSdE9PDyVn5uHi3VTsPnlD5XO+7t8cH77pob1GEUJINUBBT8+ERydh3q5rUCePxIjj0M3bSWttIoSQ6oKGN/VIcmaeigHv9RFGHIclA1tQeSBCCFEB9fT0yNIDN1Tq4fV3McLcoR2R+OIlFYAlhBA1UNDTE+uO3cbea0/KPU4EYO7QjnBxtIGLo/bbRQgh1QkNb+qB5NRMhB6NU+nY0L7ecHG00XKLCCGkeqKenq4VFGDY2vKK4jI0tuCwZWInCniEEFIJFPR0KDk1E7v3n0NCLgMgXE2iBIcvP2hNAY8QQiqJgp6OhJ+9h3n7b72auKIs4AFGHODhYlsFrSKEkOqNgp4OJKdmYu7+Wyofv2SgD83QJIQQDaCJLFUsOTUTv/wVpfLxswObYHA7dy22iBBCag7q6VWhdcduqzxLU2pg63paag0hhNQ81NOrIuoGPA7A0iAa1iSEEE2inl4VuBKfqnLA2zi0FcwtzWilFUII0QIKelqUnJmHTafi8MvZpHKP5QCE9fVGt1Y0nEkIIdpCQU9LwqOTELL7GiQqLKbJAdg7vh1aNaR1xQghRJvonp4WJGfmqRzwgJKaCbkw0mqbCCGEUNDTioTkDJUDHlDyIXjUMddaewghhJSgoKdhV+JTsffoFUCNMrAfdfakSSuEEFIF6J6eBn26PQa7riS/eqR8aTEpDsAYf0+ttYkQQshr1NPTkCvxqaUCnurm9fSiXh4hhFQR6ulpQHJqJjYfuKjWOSIOmNvTCxM7N9RSqwghhJRFQa+Sws/eU2nxaA7A5Lc8MLxTAyQ+y6Xkc0II0QEKepWgTrWE0nl4FOwIIUQ36J5eRRUUYOkfZ1U6dGlfb0o8J4QQPUA9vYooKMC6P05hb0oxFM/SZKhjzOHvKZ2o4jkhhOgJ6umpq6AAVw5HIPR2IZSnJXBYObw1BTxCCNEjFPTU8aqH1+9/eSgvD08EwMPFtipaRQghREUU9FT1KuCV38MrQausEEKI/qk2QW/VqlXw8PCAqakpOnTogPPnz2vu4gUFSD4RqXLAo1VWCCFEP1WLoBceHo6ZM2di4cKFiImJQatWrRAYGIjU1NTKX7ygAIiKwicXcqBs0ooUByCMKp4TQohe4hhjatQD0E8dOnRAu3bt8PPPPwMAJBIJ3NzcMGXKFMybN6/c87OysmBjY4PMzExYW1u/3vEq4F15/AL9rnJQ1sub1sUDjV3t0MbDjgIeIYRUIYXf4QIMPmWhsLAQFy9eREhICL9NJBIhICAAUVFRgucUFBSgoKCAf5yVlSV0EBAVBbx4gfNZgLKAJwIwpGMDCnaEEKLnDH5489mzZyguLoaTk5PMdicnJ6SkpAieExoaChsbG/7Hzc1N9oBSAQ8A2lsDykoF0aQVQggxDAYf9CoiJCQEmZmZ/M+DBw9e7ywT8AAgNlfxtUQcTVohhBBDYfDDm3Xq1IGRkRGePHkis/3JkydwdnYWPEcsFkMsFsvvKCgAYmJkAl5yARASJ3w/z4jjsGRgC+rlEUKIgTD4np6JiQnatGmDY8eO8dskEgmOHTsGPz8/9S52/rxMwAOAhDxAIhDwFvT2RsS8rhjczr1C7SaEEFL1DL6nBwAzZ87EqFGj0LZtW7Rv3x4//fQTcnJyMGbMGPUulJ0NmJvLbPI0A0RgMoHPiOPQq6UL9fAIIcTAVIugN3jwYDx9+hRffPEFUlJS8MYbb+DIkSNyk1sqwkUMhDZimB/HoRg0pEkIIYasWuTpVRaf47FjB6zL9PQAAFZWSG7mi8QXL6n4KyGE6JkalaendVZWgJ8fXMRiuFBJPEIIMWgGP5FFq14FPAjN9CSEEGJwqKcHQDrCm5VbKiHP0hJo3rwkjaHU6i2EEEL0i3RVLVXu1tE9PQAPHz6UX5WFEEKIQXnw4AHq1aun9BgKeijJ63v8+DGsrKzAccJrbGZlZcHNzQ0PHjwo90apIaLXZ7iq82sD6PUZuqp4fYwxvHjxAq6urhCJlN+1o+FNlCxQXd5fB1LW1tbV8hdTil6f4arOrw2g12fotP36bGxsVDqOJrIQQgipMSjoEUIIqTEo6KlILBZj4cKFwgtVVwP0+gxXdX5tAL0+Q6dvr48mshBCCKkxqKdHCCGkxqCgRwghpMagoEcIIaTGoKCnolWrVsHDwwOmpqbo0KEDzp8/r+smqS00NBTt2rWDlZUVHB0d0b9/f9y+fVvmmLfffhscx8n8fPzxxzpqsXoWLVok13YvLy9+f35+PiZPnozatWvD0tISQUFBePLkiQ5brB4PDw+518dxHCZPngzA8D6706dPo0+fPnB1dQXHcdi7d6/MfsYYvvjiC7i4uMDMzAwBAQG4e/euzDFpaWkYPnw4rK2tYWtri3HjxiE7O7sKX4UwZa+tqKgIc+fOhY+PDywsLODq6oqRI0fi8ePHMtcQ+rzDwsKq+JUIK++zGz16tFzbe/ToIXOMrj47CnoqCA8Px8yZM7Fw4ULExMSgVatWCAwMRGpqqq6bppZTp05h8uTJ+N///oejR4+iqKgI3bt3R05Ojsxx48ePR3JyMv/z7bff6qjF6mvevLlM2yMiIvh9M2bMwN9//42dO3fi1KlTePz4MQYOHKjD1qonOjpa5rUdPXoUAPDBBx/wxxjSZ5eTk4NWrVph1apVgvu//fZbrFixAmvXrsW5c+dgYWGBwMBA5Ofn88cMHz4cN27cwNGjR3HgwAGcPn0aEyZMqKqXoJCy15abm4uYmBgsWLAAMTEx2L17N27fvo2+ffvKHfvll1/KfJ5TpkypiuaXq7zPDgB69Ogh0/bt27fL7NfZZ8dIudq3b88mT57MPy4uLmaurq4sNDRUh62qvNTUVAaAnTp1it/WpUsXNm3aNN01qhIWLlzIWrVqJbgvIyODGRsbs507d/Lbbt26xQCwqKioKmqhZk2bNo01bNiQSSQSxphhf3YA2J49e/jHEomEOTs7s++++47flpGRwcRiMdu+fTtjjLGbN28yACw6Opo/5vDhw4zjOPbo0aMqa3t5yr42IefPn2cA2P379/lt9evXZ8uWLdNu4zRA6PWNGjWK9evXT+E5uvzsqKdXjsLCQly8eBEBAQH8NpFIhICAAERFRemwZZWXmZkJALC3t5fZvm3bNtSpUwctWrRASEgIcktXn9Bzd+/ehaurKxo0aIDhw4cjKSkJAHDx4kUUFRXJfI5eXl5wd3c3yM+xsLAQW7duxdixY2XWizXkz660hIQEpKSkyHxeNjY26NChA/95RUVFwdbWFm3btuWPCQgIgEgkwrlz56q8zZWRmZkJjuNga2srsz0sLAy1a9eGr68vvvvuO7x8+VI3DayAkydPwtHREU2bNsUnn3yC58+f8/t0+dnR2pvlePbsGYqLi+Hk5CSz3cnJCbGxsTpqVeVJJBJMnz4d/v7+aNGiBb992LBhqF+/PlxdXXH16lXMnTsXt2/fxu7du3XYWtV06NABmzdvRtOmTZGcnIzFixfjrbfewvXr15GSkgITExO5LxUnJyekpKTopsGVsHfvXmRkZGD06NH8NkP+7MqSfiZC/99J96WkpMDRUbayc61atWBvb29Qn2l+fj7mzp2LoUOHyqxNOXXqVLRu3Rr29vY4e/YsQkJCkJycjB9//FGHrVVNjx49MHDgQHh6eiI+Ph7z589Hz549ERUVBSMjI51+dhT0aqjJkyfj+vXrMve8AMiMqfv4+MDFxQXdunVDfHw8GjZsWNXNVEvPnj35f7ds2RIdOnRA/fr18eeff8LMzEyHLdO8jRs3omfPnnB1deW3GfJnV1MVFRVh0KBBYIxhzZo1MvtmzpzJ/7tly5YwMTHBxIkTERoaqjermygyZMgQ/t8+Pj5o2bIlGjZsiJMnT6Jbt246bBlNZClXnTp1YGRkJDfL78mTJ3B2dtZRqyonODgYBw4cwIkTJ8qtLtGhQwcAQFxcXFU0TaNsbW3RpEkTxMXFwdnZGYWFhcjIyJA5xhA/x/v37+O///7DRx99pPQ4Q/7spJ+Jsv/vnJ2d5SaTvXz5EmlpaQbxmUoD3v3793H06NFyKxB06NABL1++RGJiYtU0UIMaNGiAOnXq8L+LuvzsKOiVw8TEBG3atMGxY8f4bRKJBMeOHYOfn58OW6Y+xhiCg4OxZ88eHD9+HJ6enuWec/nyZQCAi4uLllunednZ2YiPj4eLiwvatGkDY2Njmc/x9u3bSEpKMrjPcdOmTXB0dETv3r2VHmfIn52npyecnZ1lPq+srCycO3eO/7z8/PyQkZGBixcv8sccP34cEomED/j6Shrw7t69i//++w+1a9cu95zLly9DJBLJDQsagocPH+L58+f876JOPzutTpOpJnbs2MHEYjHbvHkzu3nzJpswYQKztbVlKSkpum6aWj755BNmY2PDTp48yZKTk/mf3NxcxhhjcXFx7Msvv2QXLlxgCQkJbN++faxBgwasc+fOOm65aj799FN28uRJlpCQwCIjI1lAQACrU6cOS01NZYwx9vHHHzN3d3d2/PhxduHCBebn58f8/Px03Gr1FBcXM3d3dzZ37lyZ7Yb42b148YJdunSJXbp0iQFgP/74I7t06RI/gzEsLIzZ2tqyffv2satXr7J+/foxT09PlpeXx1+jR48ezNfXl507d45FRESwxo0bs6FDh+rqJfGUvbbCwkLWt29fVq9ePXb58mWZ/xcLCgoYY4ydPXuWLVu2jF2+fJnFx8ezrVu3MgcHBzZy5Egdv7ISyl7fixcv2KxZs1hUVBRLSEhg//33H2vdujVr3Lgxy8/P56+hq8+Ogp6KVq5cydzd3ZmJiQlr3749+9///qfrJqkNgODPpk2bGGOMJSUlsc6dOzN7e3smFotZo0aN2OzZs1lmZqZuG66iwYMHMxcXF2ZiYsLq1q3LBg8ezOLi4vj9eXl5bNKkSczOzo6Zm5uzAQMGsOTkZB22WH3//PMPA8Bu374ts90QP7sTJ04I/j6OGjWKMVaStrBgwQLm5OTExGIx69atm9zrfv78ORs6dCiztLRk1tbWbMyYMezFixc6eDWylL22hIQEhf8vnjhxgjHG2MWLF1mHDh2YjY0NMzU1Zd7e3mzJkiUyQUOXlL2+3Nxc1r17d+bg4MCMjY1Z/fr12fjx4+U6Cbr67KjKAiGEkBqD7ukRQgipMSjoEUIIqTEo6BFCCKkxKOgRQgipMSjoEUIIqTEo6BFCCKkxKOgRQgipMSjoEUIIqTEo6BGDERkZCR8fHxgbG6N///66bg5R0fPnz+Ho6MgvlHzy5ElwHCe3+LcmeXh44KefftLa9RXZvHmzTPmqtWvXok+fPlXeDqIYBT2idaNHjwbHceA4DsbGxvD09MScOXOQn5+v1nVmzpyJN954AwkJCdi8ebN2Gks07ptvvkG/fv3g4eGh66bA09MT//33X5U939ixYxETE4MzZ85U2XMS5SjokSrRo0cPJCcn4969e1i2bBnWrVuHhQsXqnWN+Ph4vPPOO6hXr55cMVhVFRYWVui86kyb70lubi42btyIcePGae05VHX16lWkp6ejS5cuVfacJiYmGDZsGFasWFFlz0mUo6BHqoRYLIazszPc3NzQv39/BAQE4OjRo/x+iUSC0NBQeHp6wszMDK1atcJff/0FAEhMTATHcXj+/DnGjh0LjuP4nt7169fRs2dPWFpawsnJCSNGjMCzZ8/467799tsIDg7G9OnTUadOHQQGBqp83tSpUzFnzhzY29vD2dkZixYtknlNGRkZmDhxIpycnGBqaooWLVrgwIED/P6IiAi89dZbMDMzg5ubG6ZOnYqcnByl79O+ffvQunVrmJqaokGDBli8eDFevnzJ7+c4Dhs2bMCAAQNgbm6Oxo0bY//+/TLXqOh7sn//fjRu3Bimpqbo2rUrfvvtN34YMicnB9bW1vxnIrV3715YWFjgxYsXgq/n0KFDEIvFePPNNxW+5tzcXPTs2RP+/v78kOfDhw8xdOhQ2Nvbw8LCAm3btsW5c+cAlPzx069fPzg5OcHS0hLt2rVTqfe2b98+9OjRA8bGxvww5IEDB9C0aVOYm5vj/fffR25uLn777Td4eHjAzs4OU6dORXFxMX+N9PR0jBw5EnZ2djA3N0fPnj1x9+5dpc/bp08f7N+/H3l5eeW2kVQBrS9pTWq8UaNGsX79+vGPr127xpydnVmHDh34bV9//TXz8vJiR44cYfHx8WzTpk1MLBazkydPspcvX7Lk5GRmbW3NfvrpJ74cUnp6OnNwcGAhISHs1q1bLCYmhr377rusa9eu/HW7dOnCLC0t2ezZs1lsbCyLjY1V+Txra2u2aNEidufOHfbbb78xjuPYv//+yxgrKfHz5ptvsubNm7N///2XxcfHs7///psdOnSIMVZS6sfCwoItW7aM3blzh0VGRjJfX182evRohe/T6dOnmbW1Ndu8eTOLj49n//77L/Pw8GCLFi3ijwHA6tWrx/744w929+5dNnXqVGZpacmeP3/OGGMVfk/u3bvHjI2N2axZs1hsbCzbvn07q1u3LgPA0tPTGWOMjR8/nvXq1UumzX379lVa7mbq1KmsR48eMtukK/Snp6ez9PR01rFjR9a9e3eWk5PDGCspW9OgQQP21ltvsTNnzrC7d++y8PBwdvbsWcYYY5cvX2Zr165l165dY3fu3GGff/45MzU15UsSMcZY/fr12bJly2Set23btuyPP/5gjDG2adMmZmxszN59910WExPDTp06xWrXrs26d+/OBg0axG7cuMH+/vtvZmJiwnbs2CHzer29vdnp06fZ5cuXWWBgIGvUqBErLCzkr2tjYyPzvDk5OUwkEvEVFIhuUdAjWjdq1ChmZGTELCwsmFgsZgCYSCRif/31F2OMsfz8fGZubs5/qUmNGzdOpr6WjY0NXwaJMca++uor1r17d5lzHjx4IFN6p0uXLszX11fmGFXP69Spk8wx7dq14+vY/fPPP0wkEsmVuind9gkTJshsO3PmDBOJRDL14Err1q0bW7Jkicy233//nbm4uPCPAbDPP/+cf5ydnc0AsMOHD6v12sq+J3PnzmUtWrSQ2fbZZ5/JBL1z584xIyMj9vjxY8YYY0+ePGG1atViJ0+eFHw9jDHWr18/NnbsWJlt0qB369Yt1rJlSxYUFMTXkWOMsXXr1jErKys+kKuiefPmbOXKlfzjskHv4cOHzMTEhH8tmzZtYgBkSk9NnDiRmZuby5S3CQwMZBMnTmSMMXbnzh0GgEVGRvL7nz17xszMzNiff/7JX7ds0GOMMTs7O7Z582aVXw/Rnlo66V6SGqdr165Ys2YNcnJysGzZMtSqVQtBQUEAgLi4OOTm5uLdd9+VOaewsBC+vr4Kr3nlyhWcOHEClpaWcvvi4+PRpEkTAECbNm0qdF7Lli1l9rm4uCA1NRVASRXrevXq8ccKte3q1avYtm0bv40xBolEgoSEBHh7ewueExkZiW+++YbfVlxcjPz8fOTm5sLc3FyuXRYWFrC2tubbVdH35Pbt22jXrp3Mtvbt28s9bt68OX777TfMmzcPW7duRf369dG5c2fB9wAA8vLyYGpqKrjv3XffRfv27REeHg4jIyN+++XLl+Hr6wt7e3vB87Kzs7Fo0SIcPHgQycnJePnyJfLy8pCUlKSwHfv370enTp1k7gWbm5ujYcOG/GMnJyd4eHjIvHdOTk78e3vr1i3UqlVLprJ37dq10bRpU9y6dUvhcwOAmZkZcnNzlR5DqgYFPVIlLCws0KhRIwDAr7/+ilatWvETHLKzswEABw8eRN26dWXOE4vFCq+ZnZ2NPn36YOnSpXL7XFxcZJ67IucZGxvL7OM4DhKJBEDJl5gy2dnZmDhxIqZOnSq3z93dXeE5ixcvxsCBA+X2lQ4cytpV0fdEVR999BFWrVqFefPmYdOmTRgzZgw4jlN4fJ06dZCeni64r3fv3ti1axdu3rwJHx8ffnt57+2sWbNw9OhRfP/992jUqBHMzMzw/vvvK52Qs3//fvTt21dmm9D7qOy9rYy0tDQ4ODhU+jqk8ijokSonEokwf/58zJw5E8OGDUOzZs0gFouRlJSk1sy61q1bY9euXfDw8ECtWqr/Klf0vNJatmyJhw8f4s6dO4K9vdatW+PmzZt8oFe1Xbdv31brHKFrVOS1NW3aFIcOHZLZFh0dLXfchx9+iDlz5mDFihW4efMmRo0apfS6vr6+2Lp1q+C+sLAwWFpaolu3bjh58iSaNWsGoOS93bBhA9LS0gR7e5GRkRg9ejQGDBgAoCTQS3MAhWRnZ+PEiRNYs2aN0raWx9vbGy9fvsS5c+fQsWNHACU5iLdv3+bbLiQ+Ph75+flKRy1I1aHZm0QnPvjgAxgZGWHVqlWwsrLCrFmzMGPGDPz222+Ij49HTEwMVq5cid9++03hNSZPnoy0tDQMHToU0dHRiI+Pxz///IMxY8bIzLjT1HmldenSBZ07d0ZQUBCOHj2KhIQEHD58GEeOHAEAzJ07F2fPnkVwcDAuX76Mu3fvYt++fQgODlZ4zS+++AJbtmzB4sWLcePGDdy6dQs7duzA559/rlKbKvPaJk6ciNjYWMydOxd37tzBn3/+yc+QLd2Ts7Ozw8CBAzF79mx0794d9erVU9qewMBA3LhxQ2Fv7/vvv8fw4cPxzjvvIDY2FgAwdOhQODs7o3///oiMjMS9e/ewa9cuREVFAQAaN26M3bt34/Lly7hy5QqGDRumtDd25MgRNGnSpNJ5go0bN0a/fv0wfvx4RERE4MqVK/jwww9Rt25d9OvXT+F5Z86cQYMGDWSGUonuUNAjOlGrVi0EBwfj22+/RU5ODr766issWLAAoaGh8Pb2Ro8ePXDw4EF4enoqvIarqysiIyNRXFyM7t27w8fHB9OnT4etrS1EIsW/2hU9r6xdu3ahXbt2GDp0KJo1a4Y5c+bwgaVly5Y4deoU7ty5g7feegu+vr744osv4OrqqvB6gYGBOHDgAP7991+0a9cOb775JpYtW4b69eur3KaKvjZPT0/89ddf2L17N1q2bIk1a9bgs88+AyA/xDxu3DgUFhZi7Nix5bbHx8cHrVu3xp9//qnwmGXLlmHQoEF45513cOfOHZiYmODff/+Fo6MjevXqBR8fH4SFhfH3/X788UfY2dmhY8eO6NOnDwIDA9G6dWuF19+3b5/c0GZFbdq0CW3atMF7770HPz8/MMZw6NAhuWHR0rZv347x48dr5PlJ5XGMMabrRhBC9M8333yDtWvX4sGDBzLbf//9d8yYMQOPHz+GiYlJudc5ePAgZs+ejevXr6v1R4UmvHz5Ek5OTjh8+LDcxJyqcOPGDT6Y29jYVPnzE3l0T48QAgBYvXo12rVrh9q1ayMyMhLfffedzHBsbm4ukpOTERYWhokTJ6oU8ICSCSt3797Fo0eP4Obmpq3mC0pLS8OMGTPkZqZWleTkZGzZsoUCnh6hnh4hBAAwY8YMhIeHIy0tDe7u7hgxYgRCQkL4CTGLFi3CN998g86dO2Pfvn2CaRGE6DsKeoQQQmoMmshCCCGkxqCgRwghpMagoEcIIaTGoKBHCCGkxqCgRwghpMagoEcIIaTGoKBHCCGkxqCgRwghpMagoEcIIaTG+D9VGxUyNvF0DwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = jobs[\"ANI-1ccx\"].results.plot_simple_correlation(\"energy\", validation_set=False)\n", "ax;" ] }, { "cell_type": "markdown", "id": "d3580c7f-cfb9-4f26-ae6f-0493e3806a43", "metadata": {}, "source": [ "We can extract these outlier structures from the data and inspect them. \n", "\n", "As noted in the original paper, we find many of the systems with a high deviations compared to the reference values contain a highly strained ring systems or tetrahedrane cores, which is also a common issue with many of the tested DFT functionals." ] }, { "cell_type": "code", "execution_count": 27, "id": "e27088e9-24fa-436d-a39a-43f81ec57d2c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Group/Expression N MAE RMSE* Unit* Weight Loss* Contribution[%]\n", "---------------------------------------------------------------------------------------------------------------------\n", "Total 1297 3.07973 +5.17159 kcal/mol 1297.000 8672162574.204 100.00 Total\n", "\n", " energy 1297 3.07973 +5.17159 kcal/mol 1297.000 8672162574.204 100.00 Extractor\n", " C7H10_5-C7H10_396 1 31.12503 -31.12503 kcal/mol 1.000 242191863.432 2.79 Expression\n", " C7H10_8-C7H10_396 1 30.82095 -30.82095 kcal/mol 1.000 237482804.138 2.74 Expression\n", " C7H10_6-C7H10_396 1 26.50819 -26.50819 kcal/mol 1.000 175671019.698 2.03 Expression\n", " C6H6_10-C6H6_56 1 25.57246 +25.57246 kcal/mol 1.000 163487616.549 1.89 Expression\n" ] } ], "source": [ "print(\"\\n\".join(str(jobs[\"ANI-1ccx\"].results.get_data_set_evaluator()).split(\"\\n\")[:9]))" ] }, { "cell_type": "code", "execution_count": 28, "id": "4e848061-c94a-4c02-9337-f52a86193621", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imgs = {\n", " k: plams.view(molecules[k], width=300, height=300, guess_bonds=True)\n", " for k in [\"C7H10_5\", \"C7H10_8\", \"C7H10_6\", \"C6H6_10\"]\n", "}\n", "\n", "plams.plot_image_grid(imgs, rows=1);" ] }, { "cell_type": "markdown", "id": "5cd767ea-14a2-44e3-b80b-e69592700534", "metadata": {}, "source": [ "Finally, we find that, as expected, the worst performers in this benchmark are models trained primarily on materials data such as `M3GNet-UP-2022` and `MACE-MPA-0`, which are better suited to other chemical domains." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 5 }